{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "HIGH PASS FILTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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90DfGH/1iAhAX7E1ubuKSIK+81vLuZJUjJa8cWSU1yCqtRWGlweF1WrUKkQGeiAn0QmywN/pE+6NvTAB6R/nDR9/uu12CcIqh3oSU3AokZ5UjObsM6UXVyCqtQbaEsSfQ2wPRAV6IDvRCtwhf9IsJQN/oAMQGe13yY4+U+2/T6U5UKhV++eUXXHfddXbPWbx4MZYsWdLkeFlZ2SWp2JnNDMnZZdh5thA7zxbgUFop6kz2XyIPTeNMycyAmrp6VBtNcPRUBHp74LKuIRjTLQxjuoWiU1DTjdUJoj1SXFWH3ecs786us4XILqt1eL6XhwbeOg20GhVqjWbUGC3WO3uoVEDf6ACM7haKMd1CMSQ+CHotWSeI9o/JzHA8qwy7zhZgx9lCHE4vgdFkfyDx0Kjg5aGBp4cGZsZQU2dyOvYEeXvg8kTLuzOmWxiiA72a4U7aJuXl5QgICJCk27R7xc7aYseZKy8lxY4xhkPppfjjaDbWHc9BQYXYmhDg5YG+Mf7oGx2AxHBfxAR5ISbQC5EBnjYHFcYYKg31yCmrRVZJDTJLqnEq12L1O51T0URR7BXlj+kDojC9fzRig0nJI9oXxVV12JCcgz+OZmNfarFoYFGrgMRwX/SNDkDvaH/EBnsjJtDy/gR6e9icPdebzMivMPCW8fMFVTiZXYbjWWXIKxe/mz46DSb1icSMAdEY3S0UHpo2l6iAIOxiNjMcTC/BH0ezsf54Dgor60R/D/T2QN/oAPSNaRh7Gt6diAC93bGnwlCPnNJaZJVWI6O4Bqdzyy0W89ymY0/fGH9M7x+NawZEI6aDK3mXlGJnjZybb+/kV9Ri9f4MrD6QgcySGv64r16LUV1DMKZbKEYnhqJzqI/bzNd19WYczyrjLRqHM0phMjc+QkPig3D7iDhc3S8Knh5kiSDaJmYzw/azBVi1Nw3bUgpQL3iGe0b6Wd6dbmEYlhDk1ljTvPLaBoug5SN06QZ6e+C6gTG4Y2Q8EsN93fabBOFu8spr8f3+dKz5N0Nk1fbTa3FZosWbMzoxFPEh7gvbqas341hmKXY0eKOOZpRC8NpieEIwbh8Zhyl9IzukFbxdK3aVlZU4d+4cAGDQoEF46623MH78eAQHByMuLs7p9ZeCYncwrRhf7r6Ijcm5/IDEzfynD4jC6MQw6LQtM/Mvra7DhuRc/HE0G3suFPHWjiBvD8wcFou5oxIuKXM50bYpqzHih/3pWLUvHenF1fzxPtH+mD4gGtP6RbWY1dlsZjicUYI/jubgz2M5IiXvsq4hmDMqAZN6R0BNizCINgBjDPtTi7Hyn4v4+2QeP6H302v5sefyxJazOnOW9t+PZGP/xUZLe4iPDrOGxWLOqAREBnSc7ffatWK3bds2jB8/vsnxuXPnYuXKlU6v76iKHWMMO84W4oOkc9ifWswfHxIfhDtGxmFKn6hWX0mUX16LHw9mYtXeNH4Wp1WrcP2gGNw3riu6hpEVgmgdCisNWLErFd/sSUOFoR4A4O+pxU1DYnHbiFgkhjtfadac1JvM2HWuEN/uTcfW03m8JaJrmA/uH5eIawdGk5uWaBUYY0hKyccHSedxMK2EP85ZyCb3iWx170xOWQ1+PJCJ7/alI7fcMvboNGrcOCQG917RFQmhPq1aPnfQrhU7V+loih1jDNvOFOCtv8/geFYZAMsDe/2gGMy5LB59ogNauYRNMZkZtp7Ox4pdqdhzoQiAJWj86n5RePKq7uhCCh7RQhRX1eGDpHP4dm8avxKve4Qv7hrdGTMGxLT6ZMgWWaU1WLU3Dd/uTUN5rUUJjQn0wsNXJuKmIZ2gJQWPaAEYY9hyKh9vbjqDUznlAACdVo2bhnTC3FEJ6BHZupMhW9SbzNh8yjL27L9oMYCoVcCMAdF4/KruiA9pvwoeKXYdRLE7nF6CZRtPY+8FywPq5aHBbSPisGBMl3ZjYj6UXoIPk85h86l8AIBGrcItw2Lx6IRuCPdvH/dAtD+qDPX4YlcqPt1xAZUNFroBnQLw4PhETOzVPtybFbVGfLs3HV/susAHpXcN88EzU3piUu+ISz7tA9F8HLhYjFc3nMaBBgudj06DO0bG467RndtNv/3vxWJ8kHQO21IKAFi8R7ePiMPDE7oh1FffyqWTDyl27VyxyyqtwSvrT2HdsRwAllnS3FHxuH9cIoJ9dK1cOmWczC7HG3+nYOtpi4Ln5aHBfWO74t6xXVrdjE90HMxmhrWHMvHaxhQ+Zq1PtD+emdITV3QLbZfKUK3RhG/3puH9pHMorTYCsIRgLJnRB31j2p7Fnmi/ZBRX4+V1p7DxRC4AQK9VY/7lnXHf2C4I9G6fY09yVhle+ysFO85YFDwfnQYPjE/E3WM6t6tFFqTYtVPFrtZowmc7LuCDbedQazRDpQJuHNwJj1/VvcMs5d53oQivbjyNw+mlAIDYYC/8d1pvXEUWCMJFjmaUYtHvJ3AkoxQAEBfsjacm98A1/aLahYXOGeW1Rnyy/Ty+2JXK9w+3DIvD05N7tNsJH9E2qDWa8NG28/h4+3kY6s1Qq4CZQ2Px2MTu7cY75Ix/zhXi1Y2ncSzTEtKUEOKNF6b3xpU9I1q5ZNIgxa4dKnY7zxbg+V+TkVZkWak3PCEYi2f0Qe/o9nMPUmGM4c9jOXhl/SnkNCyyGNs9DP+7ri/lwSNkU1ZjxLKNp/H9/nQwZpmRPzqxG+Zd1rnFVoe3JLlltVi64RR+O5INwJKncuHUnpg1LJYmR4Rskk7n4/lfk5FVakmZNapLCBbP6NMmY+hchTGGX49kYen608hvyPc6sVc4llzbt80bT0ixa0eKXXFVHf7350n8fDgLABDhr8d/ru6FGQOiO3wnXV1Xjw+SzuGzHamoM5nh5aHBk5O6Y95lCRQgTjiFMYaNyblY9PsJvpO+YVAMnpvas93EAbnC/tRiLPr9BB/YPqJzMJbe0I8WJxGSKKgw4MU/T+KPo5YJQnSAJ56/pjem9o3s8GNPpaEe7205ixW7U2E0MfjoNHh6cg/MHpXQZvd4JsWunSh2vx/NxuLfT6C4qg4qFTB3VAKemtwDvpfYXpIXCirxn1+O84tE+sUE4I2bB3TIGSPhHvIravH8L8n4+2QeAKBLqA+W3tAPI7qEtHLJWpZ6kxkr/7mIN/8+gxqjCTqtGo9O6IZ7r+hCkyPCJowx/HI4C0v+OImyGiPUKuCu0Z3x+FXd3ZqMuz1wLr8Cz/10nF8kMjA2EG/c3L/V0x/ZghS7Nq7YlVbX4flfk/Fnw+KInpF+WHpDPwyKC2rlkrUejDGsOZCBl9edQnltPXQaNZ6a3B13je7SZmdQROuwMTkHC38+jpJqI7RqFe4f1xUPjk+8pBfhZBRX4/lfk7G9IUB8cFwg3po5sEPk7yLcR3FVHf7z83F+cUSfaH+8ekN/9Ot06S7CMZsZvtufjmUbTqPCUA+9Vo3npvbE3FEJbSo2lxS7NqzY7ThTgKfXHkVeuQEatQoPjU/EQ1cmUvLRBvIrarHwp+PY0rB6dkTnYLw5cwA6BVHs3aVOea0RS34/iZ8OZQKw7FH89qwB6BnZ9t7z1oAxhp8PZWHx7ydQYaiHl4cGz1/TC7cNj+vwrjXCOVtP5+GZtcdRWGmAVq3C41d1J8uugNyyWjzz0zF+9ezliSF44+YBiApoG7F3pNi1QcWups6EpRtO4es9aQCALmE+eHvmQAyIDWzdgrVBGGNY/W8GXvzzJKrrTPDVa7Foem/cNKQTDVCXKHvOF+GpH48iq7QGahVw39iueGxi9w65OMJVskpr8NSao3xy8PE9wrDsxv6XRNwh0ZQqQz3+t+4Uvt+fDgDoFu6Lt2cNpFQ5NmCM4du9aXh5/SnUGs3w99Tipev6tomYd1Ls2phidzSjFI+vPoILhVUAgLmj4vHc1F5tMut9WyKtqApPrjnKxz9M7hOBV67vh5B2mFySUEat0YQ3/krBF7tTwZglhclbMwdgaEJwaxetTWM2M6zYnYrX/kpBXb0ZQd4eeOX6fpjaL6q1i0a0IAfTivHEmqN8toW7R3fGU5N7XNJhC1K4UFCJx9ccxdGG1EnT+kfh5ev6tmouP1Ls2ohiZzIzfLTtHN7efBYmM0OEvx6v3zQAV3QPa9VytSdMZoZPdpzH25vOwGhiCPXV4c2ZAzGW6rDDczavAg99dxgpeRUAgFuHx+L/pvW+5BYXucKZvAo8vvoITmRbVs7eOLgTXry2D3yoDjs0JjPD8i1n8f7WszAzy4rXN2YOwGVdQ1u7aO2GepMZH247j+VbLON3uJ8e78waiMsSW6cOSbFrA4pdQYUBj68+gl3nCgEA0wdE46Vr+7Tb7N2tzYnsMjy++gjO5FUCAO4f1xVPXNWdYhM7KGsPZuK/vyajxmhCqK8Or97QHxN7t49Eom2Nunozlm85g4+2nYeZWcJAPrhtMHpFtQ2PBuFe8str8cgPh/ksAzcMisGiGX0Q4OXRyiVrnxzLtHjczhdUQaUCHr6yGx6d0K3FF/WRYtfKit0/5wvx6A9HUFBhgJeHBi9e2wc3D41tlbJ0JGqNJry87hS+2WuJUxwSH4R3bx3U5hNLEtKprqvHC7+dwNqDlgUSoxND8fasgQjzI/e7q+xPLcYj3x9GbnktdFo1Fk3vTQsrOhg7zxbg8dVHUFhZBx+dBq/c0A/XDoxp7WK1e2rqTFjyxwn88G8GAMuivuW3DGrRXTlIsWslxc5kZnhv61m8u8Vi/u4e4YsPbhuMbhFtLydOe2b98Rw8u/YYKgz1CPDywBs3D8BVZM1p95zNq8ADqw7hbH4l1Crg8Ynd8cD4REp340aKq+rw5JojSGrYGH1a/ygsvaEf/D3JmtOeMZkZlm8+g/eSzoExSwqtD24fjK6UrNqt/HYkC//5+Tiq6kwI9tHhzZkDML5HeIv8dodQ7D744AO8/vrryM3NxYABA/Dee+9h+PDhTq9rLcUuv6IWj/1wBP+ct6xEmzm0E5bM6EsLJJqJ9KJqPPz9IRxt2Pfvzss747mpPWmVZDtF6HoN89Pj3VsGYVTXSyvZcEthNjN8sSsVyzaeRr2ZIS7YG+/fNgj9OwW2dtEIBVi7Xm8dHodF03vTAolmIrWwCg+uOoSTDTu+3Du2C56a1KPZw4LavWK3evVqzJkzBx9//DFGjBiBd955Bz/++CNSUlIQHu5YO24NxW7X2UI8tvowCivr4K3T4OXr++L6QZ1a5LcvZerqzXht42l8visVANC/UwDev3Uw4kIo5117gVyvrcfh9BI89N1hZJXWwEOjwsKpvTD/8gRyzbYjyPXaOtQaTVi6/hS+akhfNiguEO/dOqhZ8622e8VuxIgRGDZsGN5//30AgNlsRmxsLB5++GE899xzDq9tScXOlvn7/dsGIzGczN8tyeaTeXhq7VGUVhvhp9fitZv6U1qHdgC5Xlufsmojnv3pGL8TwaTeEXj9pgEI8CbXbFuGXK9tg43JOXh67TFU1NZj2Y39MGtYXLP9VrtW7Orq6uDt7Y21a9fiuuuu44/PnTsXpaWl+O233xxe31KKXV55LR75/jD2pXLm71gsmt6HzN+tRHZpDR7+/jAONuS8m3dZAhZe3RN6LbVHW4Rcr20Hxhi++uciXll/GnUmMzoFeeH92wZjICVPb5OQ67VtkVFcjV8OZ+HhKxOb1dotR7dpcwFJhYWFMJlMiIgQB8NHREQgNze3yfkGgwHl5eWiT3OTnFWGq5fvxL7UYvjoNFh+y0AsvaE/vVitSHSgF364ZyTuHdsFALDyn4u46aM9SG9IzEm0Darr6vHUj0fx1I9HUWM0YXRiKNY/MoaUulZEpVJh3uWdsfb+UYgN9kJmSQ1u/vgfrNiVijY277/k2Xm2AFe/uxN7LwjHnn409rQiscHeeGRCtzYVwtDmFDu5LF26FAEBAfwnNrb504p0DvVBgLcHekX544+HR1NMQxvBQ6PGwqm9sGLeUAR6e+B4VhmmvbsTG47ntHbRCFhcr9e+vxtrD2ZCrQKevKo7vrpzOMXTtRH6dwrEnw+PwdS+kTCaGF788yTu/eYgyqqNrV20Sx6TmeGtv1MwZ8V+FFbWoWekH36nsYewQ7t3xRoMBhgMBv57eXk5YmNjm90Vm1FcjTA/Pc2U2ijkmm1bkOu1/cAYw9d70vDyulPkmm0DkOuVANq5K1an02HIkCHYsmULf8xsNmPLli0YNWpUk/P1ej38/f1Fn5YgNtibXqw2DLlm2wZVhno8seYIuV7bESqVCnMvSyDXbBtg+5kCTF1OrldCHm3OYgdY0p3MnTsXn3zyCYYPH4533nkHa9aswenTp5vE3lnTFnaeINoWW0/n4Yk1tGq2pTmVU44HvzuECwVVtOq1nVJWY8RzPx3DhmRaNduSGE1mvLXJsg0cQKteiXa+Kpbj/fff5xMUDxw4EO+++y5GjBjh9DpS7AhbkGu25WCM4bv96Vjyx0nU1ZsR6e+J5bcMxIguZKVrj5BrtmXJKq3BI4K+avbIePzftF5kpbvE6RCKnVJIsSPsYTSZ8cbfKfhk+wUAQL+YAHxwGyU0difltUYs/Pk41h2zLFgZ3yMMb84ciGAfXSuXjHCV45llePC7Q0gvrqaExs3EppN5eOrHoyirsXgXlt3UH1eTd4EAKXak2BEOSTqdj8fXHCHXrJs5llmKh747jPTiamjVKjwzpQfuHt0FanK9dhjKa414di25Zt2Nod6EZRtSsGI37aJD2IYUO1LsCCdYu2ZnDu2E/17TG360Gbps6k1mfLTtPJZvOYt6M0NMoBfeu20QBscFtXbRiGbA2jUb6e+JN24egNHdQlu7aO2S07nleOyHIzidWwEAuGt0Zzw7hfa9JsSQYkeKHSEBLkD54+3nwRjQKcgLb80ciOGdg1u7aO2G1MIqPLHmCA6nlwIApvaNxKs39CcLziXA8cwyPPLDYaQWVgGwxK0+N7UnxYJJxGRm+HznBbz59xnUmcwI9tFh2Y39cVVvxwsEiUsTUuxIsSNksD+1GE+sOYLMkhqoVMA9Y7rgiUndaWGFAxhjWLUvHS+vO4Uaowl+ei2WXNsH1w+KoZirS4jqunq8sv4Uvt2bDgDoGuaDt2cNRP9Oga1bsDZORnE1nvzxKPY3bEk5oWc4Xr2xPyXrJuxCih0pdoRMKmqNeOnPk1hzIBOAJb3A27MGolcUPUPW5JfX4pmfjmFbSgEAYFSXELwxcwBiAr1auWREa7EtJR/PrD2G/AoDtGoVHpnQDQ+M6wqthtyJQhhj+PFgJl784yQqDfXw1mnwwjW9MWtYLE2ICIeQYkeKHaGQv0/kYuHPx1FUVQcPjQqPX9Ud94zpQgMULIPSuuM5eP7XZJRWG6HTqvHM5B648/LOtECCQElVHZ7/NRnrGrbwGxgbiDduHoDEcMq9BgD5FbV4/pdk/H0yDwAwND4Ib84cgPgQn1YuGdEeIMWOFDvCBQorDXjup+PYfMrSAfeJ9seyG/ujb0xAK5es9cgurcF/f03GltP5ACx18vasgege4dfKJSPaEowx/HYkG//9LRkVtfXQadR4cHwi7h/X9ZJdDMAYw+p/M/DK+lMor63nJ4z3XtGVknUTkiHFjhQ7wkUYY1h7MBP/W3cKZTVGqFWW1WqPX9Ud3jptaxevxTCZGb7dm4bXNp5GVZ0JHhoV7h+XiIfGJ16yAzXhnOzSGvznl+O8u75buC9evbEfhsRfWguTLhRU4j+/HOf3ee0bY5kk9om+dCeJhDJIsSPFjnATBRUGLPnjBP5sSLgbFeCJ/1zdC9f0j+rwMTEHLhZj0e8ncCK7HAAwOC4Qr97Yn6x0hCQYY/j9aDZe/OMkiqrqAAA3Du6EZ6f2QLifZyuXrnmpMtTjva3n8MWuCzCaGDw91Hjyqh6Yf3kChXUQiiDFjhQ7ws1sOZWHRb+fQGZJDQBgROdgLJ7Rp0Mursgrr8WrG07jl8NZAAB/Ty2entwDt4+Ip1g6QjYlVXVYuuEUvzDJV6/FYxO7Yc6ohA5n9TWbGf44lo1X1p9CXrkBADC2exheurYvJRsmXIIUO1LsiGag1mjCJ9sv4MNt52CoN0OlAm4Y1AmPX9UNnYLaf6ddVmPEJ9vPY8XuVNQaLfc3a2gsnp7cAyG+lIaBcI3D6SVY/PsJHM0sAwDEBXvjyUndMb1/dIeYMOw+V4hXN5zG8azG+3vhmt6Y0Cu8w1v3ieaHFDtS7IhmJLOkGkvXn+ZX/+k0asweFY/7xnZtl3moquvq8e3eNHy47TxKq40AgCHxQXjhmt4YQBu9E27EbGb48WAG3vj7DAoqLBatPtH+eGpSD4zrEdYuFaAjGaV48+8U7DxbCADw0Wlw/7iuuHtMF0rWTLgNUuxIsSNagCMZpVi24TT2XCgCAOi1atwyLBb3jO3aLnK6ldUY8fU/F7FidypKGhS6xHBfPDO5B67qHdEuB1mifVBdV48Vu1Lx8fYLqDTUA7AoeA+OT8SUPpFt3oLHGMPeC8X4IOkcdp2zKHQeGhVuHxGPh65MRChZuAk3Q4odKXZEC8EYw46zhXh70xkcySgFAGjVKkwfEI3Zo+IxKDawzSlIqYVVWLU3Dav/zUBFw6AaF+yNh8Yn4obBMRTcTbQYxVV1+Hj7eXy7Nw3VdSYAQJcwH8y7LAHXD4ppc3s3G+pN2Jici5X/XOS30dOoVbh2YDQem9Cd4uiIZoMUO1LsiBaGMYY954vwftI5/HO+iD/eJ9ofd4yMx9X9ohDg1XqDVK3RhG0p+Vi1L513GQFA9whfPDg+EdP6RZFCR7QaJVV1+PKfi1i5OxXltZbJhrdOg+sHxWDWsFj0iwlo1QnShYJKrD2YidX/ZvArfHVaNWYNjcU9V3RBbDApdETz0m4Vu5dffhnr1q3DkSNHoNPpUFpaKlsGKXZEa3M0oxTf7E3D70ezUVdvBmCJwxvbIwzTB0Tjyp7h8NU3fy68unoz9lwowh9Hs/FXci5vnVOpgPE9wjF7ZDzGdg9r824v4tKhotaInw9l4Zu9aTiXX8kfTwjxxvQB0ZjWPwo9IvxaRMnLKK7GhuQc/H40G8lZ5fzxSH9P3DYiDrcMj+3waVuItkO7VewWLVqEwMBAZGZm4osvviDFjmjXlFTV4ceDGVh7MBNn8hoHKa1ahcFxQRjdLRSXJ4agT3SAW4KsjSYzzuZVYu+FIuw8W4B9qcW8ewuw5OC7dmAMbh8RRxYGok3DxbCt2peGzafyUGs083+L9PfEmG6hGN0tFEMTghEd4OkWRa+w0oDD6aXYdbYAO88W4kJhFf83jVqF0YmhuHV4HCb2CifrNtHitFvFjmPlypV47LHHSLEjOgwpuRX442g21h3PQapgwAAsg0ZimC/6xPijc4gPYoK8EB3ohTA/Pbx1Gnh5aKDXalBnMqPWaEJNnQlFVXXILq1BVmkN0ourcSK7HKdyynkLIUeorx5T+0Zi+oBoDI0PIusc0e6oMtRj86k8/HE0GzvOFjZ5xoN9dOgT7Y+ekX7oFOSN6EAvRAd6wt/TA14N749KBdTUmVBjNKHKYEJ2WY3l/SmpwZm8SpzILkNOWa1IrkatwtD4IEwfEI2r+0Uh2EfXkrdNECIuKcXOYDDAYDDw38vLyxEbG0uKHdFmSS+qxs5zBdh5phAH0kpQWGlwfpFE/PRaDIwLtFg0EsPQM9KPlDmiw1BrNOHfi8XYebYQu88VIiW3AvVm9wxhKhXQJdQHo7qGYEy3MIzqGgL/NrZ4g7h0kaPYtftNL5cuXYolS5a0djEIQjJxId64PSQet4+IB2MM+RUGJGeV4UR2OTKKq5FdZrEkFFXWobbeBKOpceBSqwBvnRYBXh6IabBMxAR5oVeUP/pGByAu2JsUOaLD4umhwZhuYRjTLQyARdE7k1eB5KxynMuv5K3YOWU1qDJYLHRC9Fo1vHUaRPh7olODZTwhxAf9OgWgV5R/i8S+EkRz0+wWu+eeew7Lli1zeM6pU6fQs2dP/jtZ7AiiEaPJDEO9GTqNGh4aVZtLn0IQbRWzmcFQb4aZMXh5aGjSQ7Rb2pTF7sknn8S8efMcntOlSxfF8vV6PfT6xmSQnJ5aXl5u7xKCaJfUNnwIgpCPGyMeCKLF4XQaKba4ZlfswsLCEBYW1tw/w1NRUQEAiI2NbbHfJAiCIAiCaG4qKioQEBDg8Jw2FVCQnp6O4uJipKenw2Qy4ciRIwCAxMRE+Pr6SpIRHR2NjIwM+Pk1b64jzuWbkZFBLt82CLVP24Xapm1D7dO2ofZp2zRX+zDGUFFRgejoaKfntinF7oUXXsBXX33Ffx80aBAAICkpCePGjZMkQ61Wo1OnTs1RPJv4+/vTy9WGofZpu1DbtG2ofdo21D5tm+ZoH2eWOo42lWVx5cqVYIw1+UhV6giCIAiCIC5l2pRiRxAEQRAEQSiHFDuF6PV6LFq0SLQil2g7UPu0Xaht2jbUPm0bap+2TVtonza58wRBEARBEAQhH7LYEQRBEARBdBBIsSMIgiAIguggkGJHEARBEATRQSDFTsAHH3yAhIQEeHp6YsSIEdi/f7/D83/88Uf07NkTnp6e6NevH9avXy/6O2MML7zwAqKiouDl5YWJEyfi7NmzzXkLHRZ3t83PP/+MSZMmISQkBCqVik+GTSjDne1jNBrx7LPPol+/fvDx8UF0dDTmzJmD7Ozs5r6NDou735/FixejZ8+e8PHxQVBQECZOnIh9+/Y15y10aNzdPkLuu+8+qFQqvPPOO24u9aWBu9tm3rx5UKlUos+UKVPcW2hGMMYY++GHH5hOp2MrVqxgJ06cYAsWLGCBgYEsLy/P5vm7d+9mGo2Gvfbaa+zkyZPs+eefZx4eHuz48eP8Oa+++ioLCAhgv/76Kzt69CibMWMG69y5M6upqWmp2+oQNEfbfP3112zJkiXss88+YwDY4cOHW+huOh7ubp/S0lI2ceJEtnr1anb69Gm2Z88eNnz4cDZkyJCWvK0OQ3O8P6tWrWKbNm1i58+fZ8nJyeyuu+5i/v7+LD8/v6Vuq8PQHO3D8fPPP7MBAwaw6Oho9vbbbzfznXQ8mqNt5s6dy6ZMmcJycnL4T3FxsVvLTYpdA8OHD2cPPvgg/91kMrHo6Gi2dOlSm+fPnDmTTZs2TXRsxIgR7N5772WMMWY2m1lkZCR7/fXX+b+XlpYyvV7Pvv/++2a4g46Lu9tGSGpqKil2LtKc7cOxf/9+BoClpaW5p9CXEC3RPmVlZQwA27x5s3sKfQnRXO2TmZnJYmJiWHJyMouPjyfFTgHN0TZz585l1157bbOUl4NcsQDq6upw8OBBTJw4kT+mVqsxceJE7Nmzx+Y1e/bsEZ0PAJMnT+bPT01NRW5uruicgIAAjBgxwq5MoinN0TaE+2ip9ikrK4NKpUJgYKBbyn2p0BLtU1dXh08//RQBAQEYMGCA+wp/CdBc7WM2mzF79mw8/fTT6NOnT/MUvoPTnO/Otm3bEB4ejh49euD+++9HUVGRW8tOih2AwsJCmEwmREREiI5HREQgNzfX5jW5ubkOz+f+lSOTaEpztA3hPlqifWpra/Hss8/i1ltvpb0xZdKc7fPnn3/C19cXnp6eePvtt7Fp0yaEhoa69wY6OM3VPsuWLYNWq8Ujjzzi/kJfIjRX20yZMgVff/01tmzZgmXLlmH79u2YOnUqTCaT28qudZskgiAIN2M0GjFz5kwwxvDRRx+1dnEIAePHj8eRI0dQWFiIzz77DDNnzsS+ffsQHh7e2kW7pDl48CCWL1+OQ4cOQaVStXZxCCtuueUW/v/9+vVD//790bVrV2zbtg0TJkxwy2+QxQ5AaGgoNBoN8vLyRMfz8vIQGRlp85rIyEiH53P/ypFJNKU52oZwH83ZPpxSl5aWhk2bNpG1TgHN2T4+Pj5ITEzEyJEj8cUXX0Cr1eKLL75w7w10cJqjfXbu3In8/HzExcVBq9VCq9UiLS0NTz75JBISEprlPjoiLTX2dOnSBaGhoTh37pzrhW6AFDsAOp0OQ4YMwZYtW/hjZrMZW7ZswahRo2xeM2rUKNH5ALBp0yb+/M6dOyMyMlJ0Tnl5Ofbt22dXJtGU5mgbwn00V/twSt3Zs2exefNmhISENM8NdHBa8v0xm80wGAyuF/oSojnaZ/bs2Th27BiOHDnCf6Kjo/H000/jr7/+ar6b6WC01LuTmZmJoqIiREVFuafgAKU74fjhhx+YXq9nK1euZCdPnmT33HMPCwwMZLm5uYwxxmbPns2ee+45/vzdu3czrVbL3njjDXbq1Cm2aNEim+lOAgMD2W+//caOHTvGrr32Wkp3ooDmaJuioiJ2+PBhtm7dOgaA/fDDD+zw4cMsJyenxe+vvePu9qmrq2MzZsxgnTp1YkeOHBGlBTAYDK1yj+0Zd7dPZWUlW7hwIduzZw+7ePEiO3DgAJs/fz7T6/UsOTm5Ve6xPdMc/Zs1tCpWGe5um4qKCvbUU0+xPXv2sNTUVLZ582Y2ePBg1q1bN1ZbW+u2cpNiJ+C9995jcXFxTKfTseHDh7O9e/fyfxs7diybO3eu6Pw1a9aw7t27M51Ox/r06cPWrVsn+rvZbGb//e9/WUREBNPr9WzChAksJSWlJW6lw+Hutvnyyy8ZgCafRYsWtcDddDzc2T5cChpbn6SkpBa6o46FO9unpqaGXX/99Sw6OprpdDoWFRXFZsyYwfbv399St9PhcHf/Zg0pdspxZ9tUV1ezSZMmsbCwMObh4cHi4+PZggULeEXRXagYY8x99j+CIAiCIAiitaAYO4IgCIIgiA4CKXYEQRAEQRAdBFLsCIIgCIIgOgik2BEEQRAEQXQQSLEjCIIgCILoIJBiRxAEQRAE0UEgxY4gCIIgCKKDQIodQRAEQRBEB4EUO4IgCIIgiA4CKXYEQRAEQRAdBFLsCIIgCIIgOgik2BEEQRAEQXQQSLEjCIIgCILoIJBiRxAEQRAE0UEgxY4gCIIgCKKDQIodQRAEQRBEB4EUO4IgCIIgiA4CKXYEcYmwePFiqFQqFBYWOj03ISEB8+bNU/Q7CQkJuOaaaxRdCwCVlZW4++67ERkZCZVKhccee0yxLIIgiEsNbWsXgCAIQsgrr7yClStX4r///S+6du2KXr16tXaRCIIg2g2k2BEE0YSUlBSo1a1j0N+6dStGjhyJRYsWtcrvEwRBtGfIFUsQRBP0ej08PDxa5bfz8/MRGBjo9Lza2lqYzebmLxBBEEQ7ghQ7grjEKC0txbx58xAYGIiAgADMnz8f1dXVonNsxdgdO3YMY8eOhZeXFzp16oT//e9/+PLLL6FSqXDx4sUmv7Nr1y4MHz4cnp6e6NKlC77++muH5dq2bRtUKhVSU1Oxbt06qFQqXjb3tx9++AHPP/88YmJi4O3tjfLycgDAvn37MGXKFAQEBMDb2xtjx47F7t27bZZp2LBh8PT0RNeuXfHJJ5/wsYccFy9ehEqlwsqVK5tcr1KpsHjxYtGxrKws3HnnnYiIiIBer0efPn2wYsUKm/e2Zs0avPzyy+jUqRM8PT0xYcIEnDt3rsnv7Nu3D1dffTWCgoLg4+OD/v37Y/ny5QDA1/nhw4ebXPfKK69Ao9EgKyvLZh0fO3YMKpUKv//+O3/s4MGDUKlUGDx4sOjcqVOnYsSIEfz33377DdOmTUN0dDT0ej26du2Kl156CSaTiT/noYcegq+vb5PnCQBuvfVWREZGis7fsGEDxowZAx8fH/j5+WHatGk4ceKEzbITBCENcsUSxCXGzJkz0blzZyxduhSHDh3C559/jvDwcCxbtszuNVlZWRg/fjxUKhUWLlwIHx8ffP7559Dr9TbPP3fuHG666SbcddddmDt3LlasWIF58+ZhyJAh6NOnj81revXqhW+++QaPP/44OnXqhCeffBIAEBYWxiuOL730EnQ6HZ566ikYDAbodDps3boVU6dOxZAhQ7Bo0SKo1Wp8+eWXuPLKK7Fz504MHz4cAHD8+HFMmjQJYWFhWLx4Merr67Fo0SJEREQorsu8vDyMHDkSKpUKDz30EMLCwrBhwwbcddddKC8vb7Lw49VXX4VarcZTTz2FsrIyvPbaa7j99tuxb98+/pxNmzbhmmuuQVRUFB599FFERkbi1KlT+PPPP/Hoo4/ipptuwoMPPohVq1Zh0KBBIvmrVq3CuHHjEBMTY7O8ffv2RWBgIHbs2IEZM2YAAHbu3Am1Wo2jR4+ivLwc/v7+MJvN+Oeff3DPPffw165cuRK+vr544okn4Ovri61bt+KFF15AeXk5Xn/9dQDArFmz8MEHH2DdunW4+eab+Wurq6vxxx9/YN68edBoNACAb775BnPnzsXkyZOxbNkyVFdX46OPPsLo0aNx+PBhJCQkKG4XgrikYQRBXBIsWrSIAWB33nmn6Pj111/PQkJCRMfi4+PZ3Llz+e8PP/wwU6lU7PDhw/yxoqIiFhwczACw1NRU0bUA2I4dO/hj+fn5TK/XsyeffNJpOePj49m0adNEx5KSkhgA1qVLF1ZdXc0fN5vNrFu3bmzy5MnMbDbzx6urq1nnzp3ZVVddxR+77rrrmKenJ0tLS+OPnTx5kmk0GibsClNTUxkA9uWXXzYpGwC2aNEi/vtdd93FoqKiWGFhoei8W265hQUEBPBl5crfq1cvZjAY+POWL1/OALDjx48zxhirr69nnTt3ZvHx8aykpEQkU3h/t956K4uOjmYmk4k/dujQIbvlFjJt2jQ2fPhw/vsNN9zAbrjhBqbRaNiGDRtEsn777Tf+PGG9c9x7773M29ub1dbW8mWMiYlhN954o+i8NWvWiJ6JiooKFhgYyBYsWCA6Lzc3lwUEBDQ5ThCEdMgVSxCXGPfdd5/o+5gxY1BUVMS7NW2xceNGjBo1CgMHDuSPBQcH4/bbb7d5fu/evTFmzBj+e1hYGHr06IELFy64VPa5c+fCy8uL/37kyBGcPXsWt912G4qKilBYWIjCwkJUVVVhwoQJ2LFjB8xmM0wmE/766y9cd911iIuL46/v1asXJk+erKgsjDH89NNPmD59Ohhj/G8XFhZi8uTJKCsrw6FDh0TXzJ8/Hzqdjv/O1RFXL4cPH0Zqaioee+yxJnGGQnfxnDlzkJ2djaSkJP7YqlWr4OXlhRtvvNFhuceMGYNDhw6hqqoKgMU9ffXVV2PgwIHYuXMnAIsVT6VSYfTo0fx1wnqvqKhAYWEhxowZg+rqapw+fZov480334z169ejsrKSP3/16tWIiYnh5W3atAmlpaW49dZbRfWm0WgwYsQI0X0RBCEPcsUSxCWGULEBgKCgIABASUkJ/P39bV6TlpaGUaNGNTmemJgo6Te43ykpKZFbXBGdO3cWfT979iwAi8Jnj7KyMhgMBtTU1KBbt25N/t6jRw+sX79edlkKCgpQWlqKTz/9FJ9++qnNc/Lz80XfHdU9AJw/fx6AxWXqiKuuugpRUVFYtWoVJkyYALPZjO+//x7XXnst/Pz8HF47ZswY1NfXY8+ePYiNjUV+fj7GjBmDEydOiBS73r17Izg4mL/uxIkTeP7557F169Ymk4CysjL+/7NmzcI777yD33//HbfddhsqKyuxfv163HvvvbxyyrXblVdeabOM9p5DgiCcQ4odQVxicDFO1jDG2vxvCK1GAPhVsa+//rrImijE19cXBoNB8m8ILWNChEH/wt++44477CqW/fv3F313V71oNBrcdttt+Oyzz/Dhhx9i9+7dyM7Oxh133OH02qFDh8LT0xM7duxAXFwcwsPD0b17d4wZMwYffvghDAYDdu7cieuvv56/prS0FGPHjoW/vz9efPFFdO3aFZ6enjh06BCeffZZ0erkkSNHIiEhAWvWrMFtt92GP/74AzU1NZg1axZ/Dnf+N998g8jIyCZl1GppaCIIpdDbQxCEU+Lj422u3rR1rCXp2rUrAIuFZ+LEiXbPCwsLg5eXF28pEpKSkiL6zlnRSktLRcfT0tKayPTz84PJZHL423Lg7ic5OdmpzDlz5uDNN9/EH3/8gQ0bNiAsLEySW1mn02H48OHYuXMn4uLieHfwmDFjYDAYsGrVKuTl5eGKK67gr9m2bRuKiorw888/i46npqba/I2ZM2di+fLlKC8vx+rVq5GQkICRI0c2uc/w8HC31R1BEBYoxo4gCKdMnjwZe/bswZEjR/hjxcXFWLVqVesVCsCQIUPQtWtXvPHGG6KYLo6CggIAFgvX5MmT8euvvyI9PZ3/+6lTp/DXX3+JrvH390doaCh27NghOv7hhx+Kvms0Gtx444346aefkJycbPe35TB48GB07twZ77zzThPF0tqq179/f/Tv3x+ff/45fvrpJ9xyyy2SLV1jxozBvn37kJSUxCt2oaGh6NWrF786WhgjyVkahWWoq6trUiccs2bNgsFgwFdffYWNGzdi5syZor9PnjwZ/v7+eOWVV2A0Gptcr6TuCIKwQBY7giCc8swzz+Dbb7/FVVddhYcffphPdxIXF4fi4mK77svmRq1W4/PPP8fUqVPRp08fzJ8/HzExMcjKykJSUhL8/f3xxx9/AACWLFmCjRs3YsyYMXjggQdQX1+P9957D3369MGxY8dEcu+++268+uqruPvuuzF06FDs2LEDZ86cafL7r776KpKSkjBixAgsWLAAvXv3RnFxMQ4dOoTNmzejuLhY9v189NFHmD59OgYOHIj58+cjKioKp0+fxokTJ5oooXPmzMFTTz0FAJLcsBxjxozByy+/jIyMDJECd8UVV+CTTz5BQkICOnXqxB+/7LLLEBQUhLlz5+KRRx6BSqXCN998Y9eFPHjwYCQmJuL//u//YDAYRG5YwKI8f/TRR5g9ezYGDx6MW265BWFhYUhPT8e6detw+eWX4/3335d8PwRBNEIWO4IgnBIbG4ukpCT06tULr7zyCt555x3MnTsXd955JwDA09Oz1co2btw47NmzB0OHDsX777+Phx9+GCtXrkRkZCQef/xx/rz+/fvjr7/+QlhYGF544QWsWLECS5YsEcWScbzwwgu46667sHbtWjzzzDMwmUzYsGFDk/MiIiKwf/9+zJ8/Hz///DMeeughLF++HMXFxQ7zAjpi8uTJSEpKQvfu3fHmm2/iiSeewJYtWzB9+vQm595+++3QaDTo3r07n69PCpdddhk0Gg38/PwwYMAA/rjQLSskJCQEf/75J6KiovD888/jjTfewFVXXYXXXnvN7m/MmjULFRUVSExMbJL8GABuu+02bNmyBTExMXj99dfx6KOP4ocffuAVWoIglKFi7oyYJgjikuKxxx7DJ598gsrKSrsLA9o6ixcvxpIlS9y6eKSlKCwsRFRUFF544QX897//be3iEATRBiCLHUEQkqipqRF9LyoqwjfffIPRo0e3W6WuvbNy5UqYTCbMnj27tYtCEEQbgWLsCIKQxKhRozBu3Dj06tULeXl5+OKLL1BeXk6WolZg69atOHnyJF5++WVcd911tP0WQRA8pNgRBCGJq6++GmvXrsWnn37Kbxr/xRdfiNJfEC3Diy++iH/++QeXX3453nvvvdYuDkEQbQiKsSMIgiAIguggUIwdQRAEQRBEB4EUO4IgCIIgiA4CKXYEQRAEQRAdhA63eMJsNiM7Oxt+fn6tlg2fIAiCIAjCXTDGUFFRgejoaKjVjm1yHU6xy87ORmxsbGsXgyAIgiAIwq1kZGSItvuzRYdT7Pz8/ABYbt7f379FfnPLqTws+f0EautN/LGr+0Vh8Yy+imUu33wG3+1P57Pha9VqPDWpB24Y4rhB7VFvMuPebw7ieFYpf8zf0wPv3TYIvaICFMnMLK7G3V8fQHGVgT/WOdQXK+cPh5dOWcLazafy8KJVXU7rH41F0/sokgcA72w6g+//baxLD40aT07qgRsGK6/Le74+iOTsUv6Yv6cH3r9tMHpGKXvmMoqrscCqLruE+uJLF+py08lcvPjHSRgEdXlN/2i84EJdvr3pDH6wqsunJ/fEdYNiFMkzmsy45+sDOJFdxh8L8NLh/dsGoUeksrpML67Cgq8PoKSqjj/WJcwPK+cPg6eHwro8kYsX/xTX5YwBMXj+mt6K5AHAm5tSsObfDFFdPjO5J651oS4XfHUAJ3PEdfnB7YPQPUJZXaYVVeGeb8R12TXMD1+6UJd/n8jFS1Z1ee3AGPzfNOV1+cbfKfjxgLgun53SEzMGKq/Lu786gFNWdfnh7YPRLcJPkcyLRVW416ouE8P9sGKe8rrcmJyD//15EnUmM3/suoEx+I8Ldfn6X6ex9mCmqC4XTu2FawZEK5JXV295Lk/liuvyozsGIzFcWV2mFlbi3m8OorS6sS67hfvhCxfqcsPxHLy8TlyX1w/qhIVX91Ikz92Ul5cjNjaW13Ec0eEUO8796u/v32KK3aZzZ1Fq8gBUHvyxX0+U4NVbfKHTKgtj/OVECWqgBzhvMgPWnynDvPHKXtiU3Ar8m10LqBr39Kw1ALvTazCihzIL57/JxciuVolkniqqx/kyEy7rGqRI5qaz9uvSQ6OsLn8+USyqy1ozsCGlDPPGKavL07nlOJDTtC7/yajG8B7KlMX9x4ua1OXJonqklpsxsouyuvz77BmU2ajLpa7UZbLtupwzVlnndzK7HAdzDOK6rAX+Sa/BsO4K6/JYEXKq1eK6LDTiYjnD8M7K+oSNNurylxPFeGWWL7QK6pIxhp+P26jLM2WYrbAuT2SX4VBu07rck16Dod2U1eW+o4VN6vJEoRFpFQzDEhTW5RkbdZlcgldm+UGjlh8+Y68uN54pxx1XKKvL5KwyHLZVlxnVGNJNmbK430ZdJhcYkVHJMCReWV3+dSYF5WZd4zgB4OfkErzs5rrccKYMt43pqaiMxzJLcTjPVl3WYHCisrrcd6QAuTXiujxeYERGJZTX5VlbdVmMl2f6Qa2gLpsLKSFmtHjCDVwsrAYALLuxH7Y/PQ5eHhqYGZBZUq1IXnmtEcUNs7q/H78Cn84eAsAye1ZcxoZre0b6YcfT43H/uK5uk3nr8FjseHo8RnYJbpCp7L4tMi3XvnZTf2x/ehw8PdQwmRmySmqcXGmbsmojSquNACx1+Qlfly6UsaG9e0X5Y8fT43HfWK4ulcvkrr1tRBx2PD0eIzpzdam8fdKs6lKvVaPezJBdqqwuS6vrUFZjqcvNT1yBj+9w/bnkru3dUJf3XtHFbTLvGGmpy+ENdXnRDTLfuHkAtj89DjqNGkYTQ05ZrSJ5JdVGVNTWA7DU5Ue3D274Hdefob4xlrq8p6EuL7pB5uyR8djx9HgMS7BMMi4Wul6Xb81srMs6kxk5Zcqey6KqOlQa6qFSAZufGIsPbrPUpSvtzV3bLyYAO54ejwVjOjccd6Vvs8icM8pSl0Pjubp0XebbswZg21PjoFWrUGcyI7dc2XNZWFmHqjoTVCpgy5Nj8f5tgwC4p08f0MlSl3eN7twg05X2scic21CXg+MC3SDTcu3yWwbydWmoNyOvQlldtiak2LkIYwzpxZaHbHBcEOJDfBAX7A0ASCtW9jKkNzy0ob46dI/ww7AEy8CUV25ArdHk6FKnMruG+yIuxBv9YizuV1deWE5m7+gAxIV4o3uDi0KpTMYY0hteLnfVZVqxRV6orx7dI/z4zjS3vFZ5XTbITGxSl64Pdn2i/REX4o1uEb4Nx12oy4Y6GxJvqctYri4VyuSuC/fTIzHcD0MbBvmc8lqRW02WzIYycnXZl6tLhe0tvLZPw3PZLdxSl+lurMtOwV6W31Jcl5b2jvC31OWQhrrMLqtRXpcNZUkME9cl97wqksnXpeW55Fxn6Qrbx2y2UZdBlrpU2j7cfUf6eyIx3Jd/LrNLa1BXb3Z0qVOZ1s+l0jIKZfblnkvuHXehLjMaJrxD4oKRENpYl0r7Iu5ZiQ7wQtcwXwyNt4w9WaU1MJqU1SXXp3fl69K/oYyujz19Yrh33LWxx2RmyCy21OXguCAkhPogJsi1d7w1IcXORYoFs0Vu4IwPsfzrakcVH+IDAAj09oC/p8VrrrRD5RSchBCrMrphAG2U6dMgU1mnUlTVOFuMbRg4eZkKOyquLrkyBvvo4Ke31GWG0rossr5vd9alj+hfpZ1+QaUB1XUmqFXgO3uuvMqVZHEZQ3x08NVrwRiQUazM2mJdl/x9u6HTj7eWqfC+8ysMqDWaoVGrEBPI1SUnU+kAKn7Hw3z18NZpwBiQqdA6zb138fwz5JoiDzS+d+6SmV9hgKHeDK2gLuNdfC4b79siJ9xPD08PNczMopAokmn1DMW72N6WctqWqbRvyy2vRV1DXUYHelrJdHXsEdelyQVLf+M77iMuo0v9JTeeNcgMda0Pzi2vRZ3JDA+NCtGB1mMPKXaXHFxnFOnvyQdtxrvY+XEPbXyDoqhSqRo7Fldf2GDxy1VcVYfyWqNsecKZNy/TTRah6AAv6LUat8jkyhgX0liXcS62Dy/TSpEvrLQo+XIRzhY5mdy/SjsV7rooQV3GBbs2kHDXieqSK6diBYeT6SOSXVhpQJXCuswoEStNcfxEy7XJQXSgJx8z62r7NL6PNurSTYMy917mVxhQXSe/LutNZl7JjLeaxCieHDS0QUyQFx+b6O6+TaVS8f9XarlKs1IWuXbKKzegpk6+RdVoMvPhJNz9xrvqjWi4706iunSPTE6OWt34XCofz6yfS8u/OWXKvCZ19cK6FD/ritu74brYIG8+NrGxfZQr860FKXYuwj0Q3MMPNA5Sih+yQrEyIvy/8gdXLNNXr0WIjw6AsoHE9myxsQNQsgWxrbrkZCqNbeFigbgXXyxTWV1etLJi+Hl6ILihLpW0T05Zjd3Z4sWiKkV1edGqgxb+X3FdWikjIpkK44S46zg5AV4eCPS2BNUrGUiyS2tgNDHoNGpE+oufS+X33ZzPkK32ce0d5+vS2wMBXpa6VGLJyC6tRb2ZQadtrMs4lwdQ8aRI+H939W3C/7uqLHL3G+jtAT8XvCbZpTWoNzPotWqE++ndVEbxpMhSXlfrkuuDhTLdozRxZQtusPQDyrwmWaU1MDPA06OxLl02pth4hlztN1qTZlfsPvjgAyQkJMDT0xMjRozA/v377Z67cuVKqFQq0cfT09Pu+W0BazOz5f/uiQsTdvquuECMJjPvkhCW05WXwdZsMTbYGyoVUGmo5xd/KJGZENpUSVZqEeLdh6HCF1a5K8BoMiO7tLZBTtNOQImSzF0jnC1ynWBFbT2/+EOeTLHy6WoZhdfFhwo6fRfc0HX1jQHz4rpU3uZcOToFezWpy7IaI8oU1WVTJdlVl3GjTGG/oVymod6E7DKxRcjyfxfe8eLGAZlbFcjJK6028gtplMgU1WWoexQcm32wApm1RhO/+ICTo1KpBO0j/7kUKt2NddnoNalQ4DWxDoWx/N9F62exrWfdtbrMKzeIymbxQLky9jROtLgVolw/xC2kkS+z6TjuqgW9NWlWxW716tV44oknsGjRIhw6dAgDBgzA5MmTkZ+fb/caf39/5OTk8J+0tLTmLKLLpNvS9IMbFQezWb61xVanz5uaFc4WTVazRaF8JaZmaxcaAHh6aPiZvZJyNro4m3bQrtalyArogmshq8RSl8LZokimgvtOK276DHnpNIjw17ss07bCpNCiahUiAMClwS6zpBpmBnjrNAjztVGXLkw4hB20t07Lt5WSZ91WXQoVWmV16VimXDJLasAY4KPT8JZ4i3zlcULW7mIA8NFrEdrQVq7IFA+grj2X1rFrgGsTwsySajBm8WoEC+rSlfZJs9G3+eq1CPXlLP3KJ4S2PBzpCr0mtiYxrrh3ubry89Tylnh3yRT2l/4uek3Si8VWRQBICHXNa9KaNKti99Zbb2HBggWYP38+evfujY8//hje3t5YsWKF3WtUKhUiIyP5T0RERHMW0WVsddDRgZ6WZef18ped1xpNyGm4Jj64aafvymxROPPmvgONrl852HLLCWUq6fRtuaeiAy2Wl1qjGfkVBnuX2kQ48xYqya7U5UUbs0WLTDfM5q3q0pW4EVvtExPoBbUKqDGaUCCzLmvqGmfeok7fDUpYXLC3qC5dcYHYcue7KjPdhnuqU5AXVCqgus6Egkp5dVllqOfrX+TedaG9hW45UV0GK3fvNsq0V5eu9UUcscFevKW/SKalv9JQj8LKuiblbLxvBf1QoZ3n0pVnvbBp38b9hlKZ1iEhQOMCvgoFXpOKWiNf/+L+0j2WSlF/6UrfVtgMY0+hjcmBi16T1qTZFLu6ujocPHgQEydObPwxtRoTJ07Enj177F5XWVmJ+Ph4xMbG4tprr8WJEyeaq4huQWgW5tBq1IqXStubLXIPXFZJDeplLjtPs6EwCb8rstjZmNkJvyvp9G3NQD00an71nNxOgJ8t6rUIEs0WLW2VqaAubc0WAVcVnKbWT+FvKJvNNx2UdVo1H8Mnd8Dj7tvfU4tA76ZWjIySaphkWlTtKWGuLMiwjjNrlKl84YiteEW9VoPoAGVpOri6DPDyQIANK0ZGcY2CurQz2LliZbI74XBFZlNlRK/VIIqz9MusS05ekLcH/D2b1qUSS7+tybrwuyKF1q5MZV4TS2qopjJd8ZpwdR8iiIEDxO0t13Jla3wUlllR32bDnS/8LrdvE6Yzsq5LV7wmrUmzKXaFhYUwmUxNLG4RERHIzc21eU2PHj2wYsUK/Pbbb/j2229hNptx2WWXITMz0+7vGAwGlJeXiz4thb3ZIqA8TsjeDCfCz1OQYFaeFdA6fUqTMroQf+MumcLZun0FVFlHFR8qrssof8vqxnqz/ASz1uk5OFyJE7IrU2HnV15rREnDDNO6fZS6Tvk4plCxvKgAL0GyXnnpEBrjH63KGKo8Tsg6JQsvU2Fdlgliyew+l7KVEdvtHRXgCQ+NsgSzwmddiCsxV/xgF2r7HZf7DJVW16G8ISlzU4uqsv7SVtgKYLFOc14TuQlmbcWnisuo3G3aVKYyK1NJtREVBnt1qUymLeUGsKxgVuo1sTfRciVFlNPxTOYzJExZ1inIjuLtQo7S1qBNrYodNWoU5syZg4EDB2Ls2LH4+eefERYWhk8++cTuNUuXLkVAQAD/iY1Vtj2WErgXJ0iw+oxDqQXH3osgWnYuV1l0MgPNkZmslzHm9IWVr4RZ7inERwc/T6u6VNhR2ZstqtUqxCq0qDaunrKyrjX8Ro7MBLP2ZovC31A62IX6imfeFpnKOlTrFC8cGrWKT9YreyCxYaEFGt8duQlmhQmurSdacUqfy4a6D/PTw1snrkulz7qt+FTAYunnBhal1ml7lhG5CWZF77gdxUHpuxPhr2+y/7FimXbeHVe8Js76y6wSBXVpIz5VKFOppVKYZst1mbYVJrHXxF11yXlNqmV5TURpttzkNeHKGGWrLtvpAopmU+xCQ0Oh0WiQl5cnOp6Xl4fIyEhJMjw8PDBo0CCcO3fO7jkLFy5EWVkZ/8nIyHCp3HKw10EDrr+wccH2Zco1NdtzeYX46ODDJ0WVLlO4HVLTQVmpRci2i1MoU64LxKHMEKUybXfQob46eOu4reSkW66KHM0WFcYJXbTT3u6Qad2ZNofMMD+9om35hNshcUmZ+TIqnHnbiyUFlMcJOZaprN+wV5fCBLNytuUrqDCgxsgluLajJCsto42+TalMe+8joDz1hz2FNsKv0dIvJ1mvKMG11XOp9BmS0rcptcrb7DcUuqHtjWeR/p6KtuXLq6iFod5Sl1xYiXUZFY+5NutSeaxma9Jsip1Op8OQIUOwZcsW/pjZbMaWLVswatQoSTJMJhOOHz+OqKgou+fo9Xr4+/uLPi0F19jWLhVAeeyEvRmOUKacOCGhRcjaPaU08bGj2WJjgll5y85trZazlinXymQrHQCHEleAo9misC7lzO64+7Y1W+TqokBmgllHdak027292bzwmJxnXbgdku3nUr41TLgdEpeUmYN7BuRuy2fPLSeUKXcgsRefqlSmMMG1redSybZ83LnRgV58UubGMlrqQu62fLYyCFjLVKyE2Wwf+X2bycz4yYS1C1qtVimyCnHnxgR6wUMjrkuh10SOpd+eO18oU3HoiqP+UsZ91wuSMidYhQho1Cp+dyElddkpyFZdWtpL7rZ8jsce19JttRbN6op94okn8Nlnn+Grr77CqVOncP/996Oqqgrz588HAMyZMwcLFy7kz3/xxRfx999/48KFCzh06BDuuOMOpKWl4e67727OYirG3swOEM8e5AScOur0lcxIHM0Wlcq0t4AAsASEcwsV5HQCtpabcyiNE7K1mpEjXsFs3tZ2SK7KbLT62qhLhQlmHQ2gyt2Hzp91Oe0tTHAdFdA0V6WSFW6OBqZAb52ibfkcyVQ+4bCvLCoZSITbIUUF2HrH5Svzju47yNtD0bZ8jiZajQtm3K+MyHnWbSW4dlWmvcVrgPJt+Rw9Q41eE6Uxdg5kyqrLxgTXEX626lL+hNBe+AbQ6DWRuy2f4wmH8tjp1qRZFbtZs2bhjTfewAsvvICBAwfiyJEj2LhxI7+gIj09HTk5Ofz5JSUlWLBgAXr16oWrr74a5eXl+Oeff9C7d+/mLKZiHLlihUulSyQulba1HZItmUpmONGBnk1mOICy1B/2lps3ypQ/ONlabs7LEySYLa2ukyTP1nZIQpRYKjk3hHA7JLFM+WZ76+2Q7MqUkZLGkduUq8vSaunJeo2iunRPiABXxk5O61LGM+RgkLccb3C/F8pQcCRY0OVsy2drOySRTCXveMP9CBNc25Ip77m0PykSbsunSKaDZ0iOpd9Qb+IX7NgalJW4YnmLkCDBtVimciXZljIisqi6SaZwWz45dZltI1m4tUxZZbSR4FokU8Gz7qhvU7otn6MQAVe35Wstmn3xxEMPPYS0tDQYDAbs27cPI0aM4P+2bds2rFy5kv/+9ttv8+fm5uZi3bp1GDRoUHMXUTGOZouipdISXwbns0X5iTwdPbTC4/LcNPZfLotM+Z2+PRcnYEnWyyeYlSjT1nZIQpQkmHU0W7SWKRVHsTLC35KjJNtK9MwhTDArdaZsL8F1YxkbBzvZdWljkBcel2X1daCMWGQqaR/7lmQl2/LZ2g5JiBJLv60E1/ZkSsVR3yaWqcAKaKMulWzLl1lSYzPBdWMZGydv0uvSfsyeRaYChdZB3yY87q72EW7LJ/W5zCi2neDalTI6iiUVy1Qw0XI2EZblNXFQly5uy9datKlVse2JunozH0DrzEIg9YGwtR2SkJiGZL1yEsw6cu0Cgp0dZA2g9q2KQplSOwF72yEJkesCcTZb7BRkSdYrJ8GsM4VWSZyQre2QbMuUdt+1RhMfjGzL5SU8LlWmre2QhHAJZqvqTJITzDpyy4nKqMDV5+xZl1OX1tshWSN3wLO1HZIQJdvyOYoRApRZ0J21j9y+rbqunk+V4UzBkdoXCSdatupSSYJZZ32bkrADR3GagPwJR5WhHoWVTRNci8spr82F3idHdSnHa+LsvpWE2Dgfz+TJdJSyjMOVnHutBSl2CrG3HZIQ3nIl0Y120ckgb0kw69lwrlQFx/GLoCTBrDOXl9yBxNls0fJbDS+sRDeas9miXqvh45GkvrAXnQ2gDb8lJ8Gso9kiIH+1IBfzZJ3g2pZMqQOJI7ccIE7WK1WpdWQJAxoHLDkJZp1amWSurra3HZJIpszV1c4stEoSzDqrS6FCK70uHbe5XKu8MCmzMMG1KzIdxa4B4m35pLaPI1ef5bgSr4k0ZUTuMxToLU5wLSqnzLrkxih7irxoWz4FE0JbyPWaMMZs7rZhT6a0MlrkBfvoRAmuhbTHXHak2Cmkce8/27NFQGhlkjiQOHH1AcLAWKkyHXfQUQFe8NCoYDRJW8IvbbYoTxlxNlu0/JY8C469fGYuldNJ+0QHeslKMCtptigzd6G9bbrEMuU9Q846aO73hOdKl2n7GZK7LV9FrZG3cLmv02+8b3t1KTemx5E70mWZdtqH25bPUC8twazFKmOxcNkNEeAtV258hmROCBsnrbbbGxBPENxRTrnb8gkTXNufxMi0VDpxFwNK+mDHEw6RTJkeKHsy5W7LV+ogzRZfRtnjo5Qxlyx2lwzOTMKWv8mLE5LS+clN08FbmUJty7QsO5cukzvH4WyxoYxSE8w6WrrP0TiQyKtLe9Y1SznlBULb2g5JiEatQqyMBLNSZovcLgzZpbWSkqI27uZgvy65v8m1+jpqHzkDiXA7JHsyLcl6pVtU7W2HJIR7FqRuy+esvQHBjiMyXV7WqTRslVOKBUec4Nq2TLnb8jUmuNY7rUup2/JJGUBdCRGwh+zn0kld6rSNiY+lvD/ccxFuI8E1h1yvibNJkfBvkpVkJ7HYIpkSn0tnfbDcbfm4fshWguvGMsrzmkjp21zZlq+1aHbF7oMPPkBCQgI8PT0xYsQI7N+/3+H5P/74I3r27AlPT0/069cP69evb+4iKsKZSdjyN7lxYe7tqKTMFgF5MxIpFocwX70gWa90mY5ni/KWxrt7BupoOyQhchRQKYOd3ASzziy0wt+THcvk4FmX0/kJt0OKdViX0gcnKe0d7qeXtS2fNOuawsmbm54h4XZIXF4wW8h51p3FkgINCWZlbMsnRaYr8YrukFlYWYdqOwmuRTJlWIWkKJ9Cr4mUbfncPU5IliljnBAmuLaVGkpJOaW0t1yvib2dhERlJIudmNWrV+OJJ57AokWLcOjQIQwYMACTJ09Gfn6+zfP/+ecf3Hrrrbjrrrtw+PBhXHfddbjuuuuQnJzcnMVUhBy3aUGFAVVOlp1bZjjOlUU5mcodbYckKqeMGAJHKQs45CZFlfLCChPM1tQ5Tj7paDskIXLiULhzHM0W5cqU0pkK61KKBcdZPI/lb9ITzDraDkmIHCsTd46tBNeicspqH8fxqYB4Wz4p5ZQzgErZls9sZvIGZQnvDlc3Uf6eTZIy25QpRxlx0N7Cbfkk1aUEKxPXt0lJMCtMcC3FvSunb7OV4FosU/okxlmsIiD2mshRcKRM1qV4TUxmxsfmOq5LGWV0kOBaVE4Fz6WjyZtGrZK1LZ+jnUs4OK+J3G35WpNmVezeeustLFiwAPPnz0fv3r3x8ccfw9vbGytWrLB5/vLlyzFlyhQ8/fTT6NWrF1566SUMHjwY77//fnMWUxFSOmg5S6UlzxblzLwldNCAvPioxuXm0mTKMbE7qks5CWYdbYckKqOMOCEpyqdFpnQrk/T2kR4n5CiRMIecBLPOElw3llGBpdJBewPyViBKmWgJZUp5f6RYP+Vsy5dXYUnKbGs7JFEZZSSYdZTgWqlMR1ssiWTKWIEo5VmXk2DWWYJrvoyyJpgSnyElHg6n7aNEpv3nUs62fDllljRb9hJc82WU4TWRet+8oaIZxjNJY4+Ecirdlq81aTbFrq6uDgcPHsTEiRMbf0ytxsSJE7Fnzx6b1+zZs0d0PgBMnjzZ7vkAYDAYUF5eLvo0N8KtpRxZCCx/l/bCOtoOSQj3AEpJMCvFAggI44SkD6DOXlhuluNsNu9oOyRrpFoWpc8WLfJKBC5re0hVRuTECUluH4kyLUmZG9rHQQyXSqVCvMQ4O0fbIQnh2q6oqg4VTpL1SomptMh0/0AiNU5ImODaUbyinG35HG2HJEROglkpsaRCmdKsTNJkSo33NZrMyCp1nM4IkLctH9evxAZ720xwzSFnWz4p8amATA+HhEmrSKaTZ12YZsvR+yNnWz6uru0luOaQ4zVxd98GSItPFcp01rcJE1w7ey6VbMvXmjSbYldYWAiTycTvMsERERGB3Nxcm9fk5ubKOh8Ali5dioCAAP4TGxvreuGdIHW2CEh3BTjaeUGIt06LMD9pCWZlz5okJJiVEltokSlt1pRTVuNwOyQhUuMxuJ0FnN23r16LUF+dpHI62hfYXhmd1aV0ZUSaayGnrNZhgmuRTIkufWfpHzj8PD34VDXOFRxpzxB/34VS6lKeTGedvrPtkJTIlOJCA+RtyyfFPQUIXOUS0gVJldmYzsmxzKwSSyC7vaTMNmU6eS6lWmiFXhOpz6UjCy0g12si/1l3BJdmy8tDw48D9uCVESftIyV8A5DnNZFsXZPhinWWwqpRpjSviTDBNTcO2KO9pTxp96tiFy5ciLKyMv6TkZHR7L8Z7qfHpsevwJfzhzmcLQLSXQFSZ3Yimc46KokyuQSz1XUmPv2GLaQkZebL6ObZolimk07fwc4L1jTOxJzJdB5bCFhcv1ISzDrbDklURrkWITsJrsUypVlbpA6gcmQKUwU5lMclmDU43pbPUG9CTkOgtPNJjLQJh7ME1yKZEl36UhV5i0xpg5PkEIGG+y6vrXeYYLbWaOKDzp0NoFKTFAvb21ldSp28yeovpcqUPBGW5jURJrh2XpfyxglH6Yzky5SmfArPkeo1kWqpLKk2OtyWr7qunk8v4y63trME10pkthWaTbELDQ2FRqNBXl6e6HheXh4iIyNtXhMZGSnrfADQ6/Xw9/cXfZobrUaNbhF+GNMtzOm5UuOEpMTzNMqU2KFKnC2Klp07GEicbYckJEFQRkdJUeUptPIUHGfWNWE5JXf6TjpoTw8NoiQkmHW2HZK4jI0Kk+O6dL6AwFqmUyuTxJADQMaEQ6KrT5Ss18FAIiXBNYfwuXRkBZRqoRXKlDoou7N9nCW45pC6LR8Xc+nnIME1h9AV66guW7NvE8uUNiF0Vpc+emleE06ev4ME1xxSt+WTGgpjOUeaW1vO5E2q+11q+0j1mkhJcM3BhxY58Zo42/VHSHvbfaLZFDudTochQ4Zgy5Yt/DGz2YwtW7Zg1KhRNq8ZNWqU6HwA2LRpk93z2wNSYyeUzUDty5QzWwSkLaBwth2SkKgAaQlmpQQC82WUaRGSZhlxrnhL2Q5Jrkw5s0WpCWZlWdckbmYuJdEzL1PCACpMcC1NpvM2l5LgmiMmSNq2fLKUEYlWQFkDqIT3UZjgWla/4aAuhW5YZ3XZKchb0rZ8ciyVUsMOpE60hOc4qstyCQmu5coU9m3O6lLqtnyK6lKq29RN1k9Rgmu3jT3SyyjVayJvnJCXF7C1aVZX7BNPPIHPPvsMX331FU6dOoX7778fVVVVmD9/PgBgzpw5WLhwIX/+o48+io0bN+LNN9/E6dOnsXjxYhw4cAAPPfRQcxazWeEemqwSx8vOlbxcjmbzUrZDkitTauwNID3BrNS4I0CcFNXRsnOpsTKA8L6dz7ylzBaBRsuiI5nOtkMSIkww60im1Hg44TnOEsxKjb8BBFYmB3FCou2QvCQ8lxK25XO2HZIQD420bfnkuU0t5zhKMCtlOySxTOcDiTDBtZ+dBNdCpGzLJ+cZ0mnVkrblk2P9lLItnzDBtZz2cVRGTp6jBNe2ZDqacEhdXQxI35ZPSropDinb8klNs2Ut02F/2VCXob56+EioSynb8skZJ6RuyydnPFOyLV9r0qyK3axZs/DGG2/ghRdewMCBA3HkyBFs3LiRXyCRnp6OnJwc/vzLLrsM3333HT799FMMGDAAa9euxa+//oq+ffs2ZzGbFW6ptJmBXxlmjZTtkIRIMbEL3V3OZotimY5eLukdtEimw8GpQaaTlWhAY4JZk9n+9mfC2aIsd4WEDkCKPAD8ilOH7SPDLSf8balt7gwpCWalJrhuUkYJ1jUpzznQuLpaistLSgcNCN3vzmVKafOoAC/oNGqH2/JJ2Q5JXEbpyojk51JCvK+znRealDNUQjklxqcC0hLMcgmuLUmZ5bjKnfdDUutSyjMkt7+UZLmSsFMCh5Rt+Yqq6lDVkGbLUYJrDinveGNIiNRxwr19m3SZ0l2xcrfla22affHEQw89hLS0NBgMBuzbtw8jRozg/7Zt2zasXLlSdP7NN9+MlJQUGAwGJCcn4+qrr27uIjYrKpXK6QpEKdshCeE6aEcJZuXMFgFpZns5HbRQpj3LiHALHynWNWGCWXudn+zZYoO8nDL7dSnHhWaR6TzmSs5sEXC+cERUlxJkSknWK2U7JCFSEszKcaFZZErvoJ0tIGgi0077iBJcS3jWNWoVOgVzMaq2ZUrZDklUxoY2dJRgVmpOSWuZUgZQ6e3jeEIoTA0lRaaUbfmkJrjmkOI1kbOAQCjTodWXv295Mu31beK6dC5TiteEO+4swXVjGRuS9Trwmri7bwPkT96cWRYtSZkbFq9JeC7lbsvX2rT7VbHtAWeuALkvQqC3B/ycLDtXOoBKcam4a1AukrgdkhBnMThyXEmAxY3l6yRZr1yZUuKE5CojjR2V7TIWVBokJbgWy3Tc5nLcsIA4wSzXaboqU06IgLtkSt0OSSTTmZIss72lbMsnxy0HyHR5uakupSa4FuKsv5Q70ZLiNeHSjEiVKWfCIbUunaX+EKbZ4sIJnMt0ZlSQV0bxtnx26lL2RMv5Aja+D3bTJCa3vJZPs+UoWbiQ9rSAghS7FsDZACpnNSNglXzSrkxlg12xnQSzotmiTFesvZmY3NmiSKa9Tl+mFUOUfNKZTInt05hgts5mglmp2yHZkmmvo+KOO0twbVOmHYVWzgICwCrBrJ02TxekEZECNzgUVtrels9kZsgokfdcOrMySU1wLSqnk/AIuZM3KUlR5U7eONdYfoXtBLPCpMySLVdOy2ipY2cJrm3KdFKXUttb/I47tk7L7dvseU3qTWZ+lwLZ7l0n7R0T5OU0zRZfTonPkNSxR4rXROlEy15dGk1mfm9nuRZVZ89lJwlptprKJIsdAfCZsu0OdjJnoIBQwbEnU55rwVmCWW47JK1aJdmKIYwTsrXsXG68leVcaS+sHJnOdt6QO4D6e3rwqSJsDfTczNuSlFnazNtZTI/czlSOTKmxMoD0QTnBSfZ4jgBvD37xjy0FVOp2SEKktrfUwQ5wPptXVJdOlHk58amA8wSzOWWNSZmjnCS4biyjNCVZznPpbHIg120qlul4YiRVZpDAa2LL0s8luNZLSHDN4cwK6Ep/aV+mvAmH8PftvT9yDQBcCJK9bfnkJLjmcJbGSm58KiAIsbmULXbFxcW4/fbb4e/vj8DAQNx1112orKx0eM24ceOgUqlEn/vuu6+5ithiuHsGKpRpq6MSz7yly3RkwVEyW+QCmytqbSeYVXLfzjo/ZTLtD05St0OyW04bg9NFwWxRal06SzCrZAB1GiKgqNO3L1OU4FrOJMbB+yMnwTWHswSzct1TgPMJh9z4VItM+65TUYJriRZVoUxbynwaX5deThMJc3B1ZG9bPmWT1ubrL23JrDVKT3DNIfSa2HJDy0lwzZexQZ69bfnkTjAtMp15TeS5TYXltNVf1hpN/GIsqf2lM6+JnATXHM625ZMbnyqUKWVbvtam2RS722+/HSdOnMCmTZvw559/YseOHbjnnnucXrdgwQLk5OTwn9dee625ithiCDt9W0ullViZHHUqcrZDEsl0ECckZ7k5h7MEs3LdU4B4hZstK6ASmY7qUsls0ZlMJYOdMMGszYFEptsUEE8ObNelcsuIrfaWsx2SEEdxQnJj9gDn2/IpGUCdbcsnNz7VItP+JEbOdkhCHClNctKxcDhLMMvJVGr9dPSOK1FG7D2XUhNci2Q6WBSn5Ll05jVRpNBy921nWz5XZNrqh4QJroMkpNmSIlNJ3+bv6XhbPrnxqYC8bflam2ZR7E6dOoWNGzfi888/x4gRIzB69Gi89957+OGHH5Cdne3wWm9vb0RGRvKflthJormJCfTil53nVYiXncvZDkmIIxcI76qQMcMRy7TfqcjpoC0yHVkB5Xf6XILZWmPTZefC7ZCUDCQ2y6hgtmiRad9sLydlgRBHrlMlrj5HCWaFCa6VuA9tWa6EVkUpKXg4EhzKlK+MiGQ6aB85Mh1tyyfcDknOc+ko5kroOpRTl47ihOS60Bpl2rcKKXH1OUowKzfBdZMyOlSYlNWlrX5DbigMh0OviYJn3dG2fJWGej4ZsrKxx0Fdhsp7xx2OZwr6NpFMB5M3OTKlbsvXFmgWxW7Pnj0IDAzE0KFD+WMTJ06EWq3Gvn37HF67atUqhIaGom/fvli4cCGqq9u+2dMZWo2aXxFm3bHI2Q5JiKMEs0pmi8LzHQ92ymTaSjCbLlCapCJMMNu0LpXOFi0dQGZJdZO6lLuAgJfpwBWrZLZoOd++BUfJAKrTqvkVYdZ1Kd4OSfpzybVlpo0Es0oslcLzbd63Ypn2Y67kJI/mcLQtnzDBdYACK4atBLONLjSZ76ODOCHlMh30Gwr6Ikfb8nHygiQmuObL6LAuXezb3HTfgP26FKfgcY/XRG6C6yZltOE1uajAtQs4mRC6uX3kJrjmkLotX1ugWRS73NxchIeHi45ptVoEBwcjNzfX7nW33XYbvv32WyQlJWHhwoX45ptvcMcddzj8LYPBgPLyctGnLWJvVZZwkJczw4nwa0wwy60Y4lCsjDhwVyhxxVpk2p7Ny90OSSTTTo4i7gWWsh2SkEh/Tz7BrHWyXleVZFsKrRJXn/B8645K7nZItspp3VFx7ga58oQJZrkYMF6mAoVJWAZbIQKut49YptztkITweQELretSWRkdbcun9L4dxVXKyd1nW6a4Lkur62QluJYiU0msIiBOMGvtNVESUwk4js1NUzrhsGOVL5GZ4Fos03abKy2jI6+Jkgkm4GxyoKzN7cksrqrjE1x3ClKqLLZtd6wsxe65555rsrjB+nP69GnFhbnnnnswefJk9OvXD7fffju+/vpr/PLLLzh//rzda5YuXYqAgAD+Exsbq/j3mxN7A6hSM7No2XmxtbKosNNv6KhyymtFCWblJmwVy7RtbVE6W7SUwbFMufctTDDrrvbhOracMnFSVKWzRaHMJhahBnlSE1yLZNoZnJR20MIEs9btw1vXFCqf1sl6LXWpTAG1ZyGQm+BakkyZKV44HCWYVdo+nHs3q1ScYFZugmshzvo2qQmuRTLtWBaVTorECWatZMpMJMyX0Y7XRFiX7goR4Pq2CH+9pKTMonLaUXCU9m2OvCZK2yeOr0vxtnxyE1yLZdp2xXLtLTXBtRApuz61BWQpdk8++SROnTrl8NOlSxdERkYiPz9fdG19fT2Ki4sRGRkp+fe4XSrOnTtn95yFCxeirKyM/2RkZMi5pRbDXryM0s7UItP2C6s0VibUVwcfGwlm5W6HJC6jnftWqNwIr7FXl3I7U3E53WMhsJdgVu52SDbLaK8zdeUZsuPyktvpAwILgbVMhbGF9hLMyt0OSYi9Dlrudki2ZdqeaMmNTxXJbDJ5kx+fCtjflo9LcK2WkeC6aRntKExK6tLOtnxKnyFhOexNOOTKtLctH5fgWiMjNVSTMrqzb7OzLZ/Svg2wH++rtJz2tuXLrzDAUC8vwXVjGe2Mj66MPRK25WsLyFLswsLC0LNnT4cfnU6HUaNGobS0FAcPHuSv3bp1K8xms2hLMWccOXIEABAVFWX3HL1eD39/f9GnLeLMciV3tmiR2bRDdcW6plKpbM5y5G6HJCpjw8tTUCFOMKtkuTkv046VSels0SKzafu4Mlu0l2BW7nZIQriOKL/CgOo6YV0qs1oJZVq7d5VaMSzXNO1Q5W6HJMTetnxKElxbl9E6KaqSVdW8TCcTDldkCttH7nZIQuwlmOWe+ygZCa75MtrZlk9pSIhFpu0JoVK3HGB74YgwwbXc9rG3LV9jgmtPyQmuOexty+fuvs1tMgXtU28y83HOrnhNhDKVJLjmy2jH0q9kVbW1zA5lsZNKr169MGXKFCxYsAD79+/H7t278dBDD+GWW25BdHQ0ACArKws9e/bE/v37AQDnz5/HSy+9hIMHD+LixYv4/fffMWfOHFxxxRXo379/cxSzRRHGCQkDTl2xttiKE1KyHZJIpo04IVeUzwAv2wlm3dFBN1FGFMbKiGU21qWS7ZBsyUwTtI/SYH/AfoJZudshCbGvJCuvS1txQkq2QxLLbKqMuFJGe9vyuTbRshOvqHBRglCmcCBRsh2SEFuxtEpj9gD72/K5ItNevK9L/aWNbfmyS+UnuBbLbNrmfHyqgmfI3rZ8SuNThdc07S/dMPYIZAoTXEdKTHAtkmlLSXahjPa8Jq6NE/bjfdsSzZbHbtWqVejZsycmTJiAq6++GqNHj8ann37K/91oNCIlJYVf9arT6bB582ZMmjQJPXv2xJNPPokbb7wRf/zxR3MVsUXhl53X1vPB2Uq2QxJiy2zPzRZjgqRvhySSGWpDpgsvl+W6pi5EV1x9XDnKahoTzAqTMitxedlyc7oyWxTJtFGXSsoICNwqwnJy7kOJOxAI4eqypNqI8trGusxyqS5tKWGW/3eSkeBaqkwlZVSpVHbavEGmC3Up3JZPuB2S1N02hNgKEeCeSzlJmcXlbHrfSmMVAftbHLri8rK1LZ8owbWbXLFcPxcb7FpdCvtLpaEwgP1t+eTujCEqo41t+Qz1JmSXyU+8zsu0EXYgXIwhJzVUU5lN+zaldWnLa9Lozlfet9nblq+t0GyKXXBwML777jtUVFSgrKwMK1asgK+vL//3hIQEMMYwbtw4AEBsbCy2b9+OoqIi1NbW4uzZs3jttdfarGtVLl46DSL8uaSolgdLyXZIQoQdNGcFdMXMLLzOlstLsWJnI/WHKzJtJZh1dbYozB/F16ULHbRIpo2OSslsEbBtwWm0Aspvcx+9FqG+epEc4XZIcpIyc8TbqEtX4nmE14kGOxdcnMLrhM+6khQ8HLYSzCpNcM1hK1lv4yIUpRMt+4Od8smbLZnKlUVb2/JllTYmZQ7zVVKXTb0mrrgjLTKbPkPu6i/FkzflMm1ty5dZYkmzJTfBNV9GR+3tcl3aMCooHc9s9cEutI+zbfnaCrRXbAtirTQ1buGjbLYYE+gFtQqoMZr4BKiumJkBey+Xa4OytdleOFtUoowAQrN9dcO/nBVD+nZIQjoFNSaY5ZL1Kk3x0ljGpmZ7162fYneFku2QnMm8KLhvZXXZmGCWS4CqZOcFURltpHpRmjPLWibXJkq2Q7LG2mUsrEs5KXg4bG3L52pd2kq95LpMcd9WU9eY4Npd5XS1Lm15TZTsriKS6ai/dFEZ4WRWGRoTXLv+rFeJ/nW1LoXb8rkSnwrYDodxXaa4D65UmODakcy2CCl2LYh1J+DqQytKMFsslulqZ5ohWHbuykIHoUxu1uTqbBEQWsPESrLSDlqUYNaqfVxVmDJKavikqO6yqDbOvJVthySWafVcumi9ESdFtchyxS0nvE6YYNZdMrn7VZrgWiTTKgVRowVQWXvbSjDrqvVT6D5stAK6d0LI3befp5a3FimWWSx+hpROtEQJZq36S+WTt+az9De2t0We3ATXYpli97urfZstr4nSBNd8GYObPpdKU1g1yhSPPdy/Qd4e8JeZZouX2Q4WUJBi14JYxwk1plZQ1kELr206KCuTySWYtSTrrVG8HZKojFbL7ZVuhySSaXXfrsS1cNgbnJTWZVSApyVZb0OCWaXbITkqo9LtkMQyxbEtrsRbWZeTU0JcccsBTbflq6g18tZAV2feTSYHMrdDsi1T3D5KYkkbZYrjXl2VGRMoTjBbVmPkrYFK26dpGRv7Nlfr0vpZVxKryGGdpoOPt1IQUwk03ZavrLoxwbXSvsg6Ntcdz5B1WiNXY31FMq37IoXtY70tX2l1HcoVptlqLKO4LtNd7IcsMsWTt7aIvKyRhEtws6a/T+bihg8rXZ4tWmR6A+eAtzedwXf70nAq27LzhtJOhUswe6GwCnetPACtxtIpuzJb5GZwmSU1uOHD3Y37E7pw39z9/XUiF+cLKl12JXEy/zlfhLc2ncGqfWk4nVMh+i25WBLMeiO1sAp3rvyXd7fL3Q5JXEbLM5RRUo0bPtytePcOsUzLtRuSc3A2v8Kl1Yy8zGAf7L1QjDf+OoNv9qQhJdf1uowJ8kJaUTXmf9lYl8E+OsUzb6EyIqpLhdY1ocz1x3NwJq8CqYWuWRy4a/elFuO1jSn46p+LOJPnWl1aLP2eyCiuwdwV+6FuULxCfeUnuG4sY6PCJKxLpUo30Pgurz+eg5Tccr4uXe0v919srMtz+RUNMpW1Oec1ySypwZwvGusyTEFSZr6MAgv6DR/u5kNDlFpohTLXHcvB6RxBXbrQPnHBPvj3YgmWbTyNL3en4lx+JQDlfTDnNckqrcHsL/bxdakkwTUH946kFlaJ6tLVvg0A/jyWg5PZjTtd/fea3hgUF6RYrjshi10L0i8mACqVJcbjUHopr+AMiA1QLHNAJ8u1WaU1OJReijqTGX6eWpdmYv0bZKbkVeBEw4PLHVNCmJ8eUQGeYAw4lF7KK7T9Xbjvvg11Wd5Ql9yWWv1jAxXL7N/Jcq2wLv3dVJenc4V1qbyM4X56RPjr+brkLCSuyOwbYyljk7p0QSbXtlxdGk0MAV4eLg3KXHnEdan8GYrw80SEvx7mJnWpXCZ3LVeXnCXMpbq0ei6NJoZAbw/ZCa5tyTydW4GTOa4/l1H+ngjza1qXA9xQl2U1RlFdDnChnNb9ZWNdyl+81ijTUh5hXbpy39GBXgj11cNkZjiUXsqnPXGtLi1ltK7L/jGBimVy41ZmiaUu680MQd4esrfpEpezsb90y3MZ4IlQX12TunRFZr+GMpZWW+qS+3DWxbaAilnv4tvOKS8vR0BAAMrKytrkitoT2WV8Wg7AMlC7ouWbzAz7Uov4nSEAoGekn0um5ipDPfZeKEJ9QyyTWqXC8IRgxRY7wLIC+FhmGf/dW6fByC4hitKIcFjXZYS/Jwa6oNjZqstekf4uzWorDfXYd6nW5YUiVBiauS47Byu2fgKWPGbHs9xbl8lZZaIdMiL9PTHAhbqsN5mxP7VYVJe9o/xdUuxaoi59dFqM6BLc4euyotaI/anFfF1qVCoMc7Eus0prkNzMdRkV4OmSglNvMmNfajGfjgZwT13uu1AME2usy+FdghVb5QHbdTmyS7CitEscxzPL+AWAHIPjgvi4w+ZAjm7T4RS7srIyBAYGIiMjo00qdgRBEARBEHIoLy9HbGwsSktLERDg2Hrb4WLsKiosMROxsbGtXBKCIAiCIAj3UVFR4VSx63AWO7PZjOzsbPj5+SlejSUFTnsmy2DbhNqn7UJt07ah9mnbUPu0bZqrfRhjqKioQHR0NNRqx27kDmexU6vV6NSpU4v9nr+/P71cbRhqn7YLtU3bhtqnbUPt07ZpjvZxZqnjoFWxBEEQBEEQHQRS7AiCIAiCIDoIpNgpRK/XY9GiRdDrm295M6Ecap+2C7VN24bap21D7dO2aQvt0+EWTxAEQRAEQVyqkMWOIAiCIAiig0CKHUEQBEEQRAeBFDuCIAiCIIgOAil2Aj744AMkJCTA09MTI0aMwP79+x2e/+OPP6Jnz57w9PREv379sH79etHfGWN44YUXEBUVBS8vL0ycOBFnz55tzlvosLi7bX7++WdMmjQJISEhUKlUOHLkSDOWvuPjzvYxGo149tln0a9fP/j4+CA6Ohpz5sxBdnZ2c99Gh8Xd78/ixYvRs2dP+Pj4ICgoCBMnTsS+ffua8xY6NO5uHyH33XcfVCoV3nnnHTeX+tLA3W0zb948qFQq0WfKlCnuLTQjGGOM/fDDD0yn07EVK1awEydOsAULFrDAwECWl5dn8/zdu3czjUbDXnvtNXby5En2/PPPMw8PD3b8+HH+nFdffZUFBASwX3/9lR09epTNmDGDde7cmdXU1LTUbXUImqNtvv76a7ZkyRL22WefMQDs8OHDLXQ3HQ93t09paSmbOHEiW716NTt9+jTbs2cPGz58OBsyZEhL3laHoTnen1WrVrFNmzax8+fPs+TkZHbXXXcxf39/lp+f31K31WFojvbh+Pnnn9mAAQNYdHQ0e/vtt5v5TjoezdE2c+fOZVOmTGE5OTn8p7i42K3lJsWugeHDh7MHH3yQ/24ymVh0dDRbunSpzfNnzpzJpk2bJjo2YsQIdu+99zLGGDObzSwyMpK9/vrr/N9LS0uZXq9n33//fTPcQcfF3W0jJDU1lRQ7F2nO9uHYv38/A8DS0tLcU+hLiJZon7KyMgaAbd682T2FvoRorvbJzMxkMTExLDk5mcXHx5Nip4DmaJu5c+eya6+9tlnKy0GuWAB1dXU4ePAgJk6cyB9Tq9WYOHEi9uzZY/OaPXv2iM4HgMmTJ/Pnp6amIjc3V3ROQEAARowYYVcm0ZTmaBvCfbRU+5SVlUGlUiEwMNAt5b5UaIn2qaurw6effoqAgAAMGDDAfYW/BGiu9jGbzZg9ezaefvpp9OnTp3kK38Fpzndn27ZtCA8PR48ePXD//fejqKjIrWUnxQ5AYWEhTCYTIiIiRMcjIiKQm5tr85rc3FyH53P/ypFJNKU52oZwHy3RPrW1tXj22Wdx66230t6YMmnO9vnzzz/h6+sLT09PvP3229i0aRNCQ0PdewMdnOZqn2XLlkGr1eKRRx5xf6EvEZqrbaZMmYKvv/4aW7ZswbJly7B9+3ZMnToVJpPJbWXXuk0SQRCEmzEajZg5cyYYY/joo49auziEgPHjx+PIkSMoLCzEZ599hpkzZ2Lfvn0IDw9v7aJd0hw8eBDLly/HoUOHoFKpWrs4hBW33HIL//9+/fqhf//+6Nq1K7Zt24YJEya45TfIYgcgNDQUGo0GeXl5ouN5eXmIjIy0eU1kZKTD87l/5cgkmtIcbUO4j+ZsH06pS0tLw6ZNm8hap4DmbB8fHx8kJiZi5MiR+OKLL6DVavHFF1+49wY6OM3RPjt37kR+fj7i4uKg1Wqh1WqRlpaGJ598EgkJCc1yHx2Rlhp7unTpgtDQUJw7d871QjdAih0AnU6HIUOGYMuWLfwxs9mMLVu2YNSoUTavGTVqlOh8ANi0aRN/fufOnREZGSk6p7y8HPv27bMrk2hKc7QN4T6aq304pe7s2bPYvHkzQkJCmucGOjgt+f6YzWYYDAbXC30J0RztM3v2bBw7dgxHjhzhP9HR0Xj66afx119/Nd/NdDBa6t3JzMxEUVERoqKi3FNwgNKdcPzwww9Mr9ezlStXspMnT7J77rmHBQYGstzcXMYYY7Nnz2bPPfccf/7u3buZVqtlb7zxBjt16hRbtGiRzXQngYGB7LfffmPHjh1j1157LaU7UUBztE1RURE7fPgwW7duHQPAfvjhB3b48GGWk5PT4vfX3nF3+9TV1bEZM2awTp06sSNHjojSAhgMhla5x/aMu9unsrKSLVy4kO3Zs4ddvHiRHThwgM2fP5/p9XqWnJzcKvfYnmmO/s0aWhWrDHe3TUVFBXvqqafYnj17WGpqKtu8eTMbPHgw69atG6utrXVbuUmxE/Dee++xuLg4ptPp2PDhw9nevXv5v40dO5bNnTtXdP6aNWtY9+7dmU6nY3369GHr1q0T/d1sNrP//ve/LCIigun1ejZhwgSWkpLSErfS4XB323z55ZcMQJPPokWLWuBuOh7ubB8uBY2tT1JSUgvdUcfCne1TU1PDrr/+ehYdHc10Oh2LiopiM2bMYPv372+p2+lwuLt/s4YUO+W4s22qq6vZpEmTWFhYGPPw8GDx8fFswYIFvKLoLlSMMeY++x9BEARBEATRWlCMHUEQBEEQRAeBFDuCIAiCIIgOAil2BEEQBEEQHQRS7AiCIAiCIDoIpNgRBEEQBEF0EEixIwiCIAiC6CCQYkcQBEEQBNFBIMWOIAiCIAiig0CKHUEQBEEQRAeBFDuCIAiCIIgOAil2BEEQBEEQHQRS7AiCIAiCIDoIpNgRBEEQBEF0EEixIwiCIAiC6CCQYkcQBEEQBNFBIMWOIAiCIAiig0CKHUEQBEEQRAeBFDuCIDoU48aNw7hx41q7GCIWL14MlUrV2sXgaYt1RBCEeyDFjiAIgiAIooOgYoyx1i4EQRCEu6irqwMA6HS6Vi5JI/X19aivr4enp2drFwUAeGvdtm3bWrUcBEG4H21rF4AgCMKdtCWFjkOr1UKrpe6WIIjmh1yxBEG0Glzs2blz5zBv3jwEBgYiICAA8+fPR3V1tejc+vp6vPTSS+jatSv0ej0SEhLwn//8BwaDQXSerfix9957D3369IG3tzeCgoIwdOhQfPfddwCApKQkqFQq/PLLL03K991330GlUmHPnj1278FoNGLJkiXo1q0bPD09ERISgtGjR2PTpk1N7lNITU0NHnnkEYSGhsLPzw8zZsxAVlYWVCoVFi9erKiOvvzyS1x55ZUIDw+HXq9H79698dFHH9ktO0EQHQ+aQhIE0erMnDkTnTt3xtKlS3Ho0CF8/vnnCA8Px7Jly/hz7r77bnz11Ve46aab8OSTT2Lfvn1YunQpTp06ZVMp4/jss8/wyCOP4KabbsKjjz6K2tpaHDt2DPv27cNtt92GcePGITY2FqtWrcL1118vunbVqlXo2rUrRo0aZVf+4sWLsXTpUtx9990YPnw4ysvLceDAARw6dAhXXXWV3evmzZuHNWvWYPbs2Rg5ciS2b9+OadOmuVRHH330Efr06YMZM2ZAq9Xijz/+wAMPPACz2YwHH3zQrmyCIDoQjCAIopVYtGgRA8DuvPNO0fHrr7+ehYSE8N+PHDnCALC7775bdN5TTz3FALCtW7fyx8aOHcvGjh3Lf7/22mtZnz59HJZj4cKFTK/Xs9LSUv5Yfn4+02q1bNGiRQ6vHTBgAJs2bZrDc7j75Dh48CADwB577DHRefPmzWMARL8ptY4YY6y6urrJb0+ePJl16dJFdMy6jgiC6DiQK5YgiFbnvvvuE30fM2YMioqKUF5eDgBYv349AOCJJ54Qnffkk08CANatW2dXdmBgIDIzM/Hvv//aPWfOnDkwGAxYu3Ytf2z16tWor6/HHXfc4bDsgYGBOHHiBM6ePevwPCEbN24EADzwwAOi4w8//LDda5zVEQB4eXnx/y8rK0NhYSHGjh2LCxcuoKysTHL5CIJov5BiRxBEqxMXFyf6HhQUBAAoKSkBAKSlpUGtViMxMVF0XmRkJAIDA5GWlmZX9rPPPgtfX18MHz4c3bp1w4MPPojdu3eLzunZsyeGDRuGVatW8cdWrVqFkSNHNvlNa1588UWUlpaie/fu6NevH55++mkcO3bM4TXc/XTu3Fl03NFvOasjANi9ezcmTpwIHx8fBAYGIiwsDP/5z38AgBQ7grhEIMWOIIhWR6PR2DzOrLIxKUny26tXL6SkpOCHH37A6NGj8dNPP2H06NFYtGiR6Lw5c+Zg+/btyMzMxPnz57F3716n1joAuOKKK3D+/HmsWLECffv2xeeff47Bgwfj888/l11WRziro/Pnz2PChAkoLCzEW2+9hXXr1mHTpk14/PHHAQBms9mt5SEIom1Cih1BEG2e+Ph4mM3mJu7OvLw8lJaWIj4+3uH1Pj4+mDVrFr788kukp6dj2rRpePnll1FbW8ufc8stt0Cj0eD777/HqlWr4OHhgVmzZkkqX3BwMObPn4/vv/8eGRkZ6N+/v2hlq737SU1NFR0/d+6cpN+zxR9//AGDwYDff/8d9957L66++mpMnDhR5J4lCKLjQ4odQRBtnquvvhoA8M4774iOv/XWWwDgcDVpUVGR6LtOp0Pv3r3BGIPRaOSPh4aGYurUqfj222+xatUqTJkyBaGhoU7LZi3f19cXiYmJTdKwCJk8eTIA4MMPPxQdf++995z+nj04i57QyllWVoYvv/xSsUyCINoflO6EIIg2z4ABAzB37lx8+umnKC0txdixY7F//3589dVXuO666zB+/Hi7106aNAmRkZG4/PLLERERgVOnTuH999/HtGnT4OfnJzp3zpw5uOmmmwAAL730kqSy9e7dG+PGjcOQIUMQHByMAwcOYO3atXjooYfsXjNkyBDceOONeOedd1BUVMSnOzlz5gwAZS7nSZMmQafTYfr06bj33ntRWVmJzz77DOHh4cjJyZEtjyCI9gkpdgRBtAs+//xzdOnSBStXrsQvv/yCyMhILFy4sEmsnDX33nsvVq1ahbfeeguVlZXo1KkTHnnkETz//PNNzp0+fTqCgoJgNpsxY8YMSeV65JFH8Pvvv+Pvv/+GwWBAfHw8/ve//+Hpp592eN3XX3+NyMhIfP/99/jll18wceJErF69Gj169FC09ViPHj2wdu1aPP/883jqqacQGRmJ+++/H2FhYbjzzjtlyyMIon1Ce8USBEE0UF9fj+joaEyfPh1ffPFFi//+kSNHMGjQIHz77be4/fbbW/z3CYJo/1CMHUEQRAO//vorCgoKMGfOnGb/rZqamibH3nnnHajValxxxRXN/vsEQXRMyBVLEMQlz759+3Ds2DG89NJLGDRoEMaOHdvsv/naa6/h4MGDGD9+PLRaLTZs2IANGzbgnnvuQWxsbLP/PkEQHRNyxRIEcckzb948fPvttxg4cCBWrlyJvn37Nvtvbtq0CUuWLMHJkydRWVmJuLg4zJ49G//3f/8HrZbm3ARBKIMUO4IgCIIgiA5Cm4uxW7p0KYYNGwY/Pz+Eh4fjuuuuQ0pKSmsXiyAIgiAIos3T5hS77du348EHH8TevXuxadMmGI1GTJo0CVVVVa1dNIIgCIIgiDZNm3fFFhQUIDw8HNu3b6eVYgRBEARBEA5o8xG6ZWVlACx7MdrCYDCItu4xm80oLi5GSEiIouztBEEQBEEQbQnGGCoqKhAdHQ212rGztU1b7Ljs76Wlpdi1a5fNcxYvXowlS5a0cMkIgiAIgiBaloyMDHTq1MnhOW1asbv//vuxYcMG7Nq1y+6NWFvsysrKEBcXh4yMDPj7+7dUUdsF21LycTSjFOW1RlTU1EOtVuHJSd0R5id/+yKCuJQorDDglyOZKK4yoqLGiEpDPcZ2D8P1gx13sARBAJtP5SE5swwVBiPKa+qh1ajw9OSeCPbRtXbR2g3l5eWIjY1FaWkpAgICHJ7bZl2xDz30EP7880/s2LHDoXaq1+uh1+ubHPf39yfFTkBGcTUe/TkF1mp8bGQRFk7tpUhmrdGED5POQe+hQa8oP/SOCkCEv55c4ESHY/HGI/j5ULbo2K60atw0qjt89Mq60V1nC7HjbAESw3zRO9ofieG+8PTQuKO4BNFmOF9QiSd+OdPkeGJMMR6/qrsimTV1JnyQdA5eOg16R/ujd5Q/wv0ujbFHyj22OcWOMYaHH34Yv/zyC7Zt24bOnTu3dpE6BNtS8sEYkBDijRkDY5BfXosf/s1A0ul8xYrd6n8z8O7Wc6JjXcN88OuDl8PP08MdxSaIVsdkZkg6nQ8AuGVYLGKDvfHt3jTklNVi17lCTO4TKVtmvcmMh78/hJJqI3/MQ6PC4hl9cPuIeLeVnSBaG+7d6Rrmg2n9o5FVUoOfDmUiKSVfsWL3zd6LeD9JPPb0jPTDzw9cBm9dm1NrWpw2l+7kwQcfxLfffovvvvsOfn5+yM3NRW5urs19FS8VKg31OHCxGNV19YplbEspAADMHBaLJ67qjuem9oRGrcKZvEpkFFcrkvn3yVwAQP9OAege4Qu1CjhfUIWkht8iiNaGMYYzeRU4X1CpWMaxzFKUVBvh56nF/67riwfHJ/LK3NZT+Ypk/nuxxCJTr8VlXUMQ6O0Bo4nhq38uKi4nQbibiloj/r1YjJo6k2IZ3Nhz24h4PHFVdzw7tQcA4FhmGfLLaxXJ/PtEHgBgQGwgEsMtY8/p3ArsPFuouJwdiTan2H300UcoKyvDuHHjEBUVxX9Wr17d2kVrUQoqDPh85wXc/vleDHrxb9z08R7899cTimTVGk3453wRAGBc93AAQKC3DkPigwAASSnyB6eyGiP2XSgGACy/ZRD+fnws7h7TBQCw8wwpdkTrwRjDtpR8/OeX47j81a2Y9PYOTH1nJ9KKlOXC5AamMd1CodVYuswJvSzvUVJKPsxm+WHKm09ZBqZJfSLx3YKR2PbUOKhVwJm8SuSWKRvsCMId5JXX4tMd53Hrp3sx6MVNuPnjPXhp3UlFsqoM9difahknxvUIAwCE+3liQCdLjNg2BUaAokoDDqaXAAA+un0wNj8xFrNHWqzcO8/S2AO0QcWOMWbzM2/evNYuWoty58p/8b91p7D7XBGMJsvAsSE5B7VG+TOn/anFqDGaEOGvR68oP/74hJ6WwWmLAqvDtpR81JsZEsN90TnUBwBwRTfLi7vjbAHa8JocooPz98k8zPvyX3y3Lx3ZDUpSncmMdcdzFMnb1jDx4SZFADC8czB8dBrkVxhwIrtcljzGGDadtCh2V/VunGj17xQIwPL+EERrMfuLfXhl/WnsuVCE+oZJy59Hs1FXb5Yt65/zRagzmREb7IUuDeMEAFzZMwIAsOV0nmyZW05bwor6RPsjOtALAHBF94ax5wxZ7IA2qNgRlhnT8awyqFTAf6/pja1PjkVMoBeq60yKTM3crGhs9zBR4CVnddhzvghVBnlu3saBKYI/NjQhCJ4eauSVG3AmT7nriyBcYXPDs3lZ1xB8OX8YXrimNwDgr+Rc2bKKKg04lmXJpTm2weIAAHqtBmMaJjJyB6czeZVIL66GTqvmZQDAFd1CAQA7yOJNtBLpRdU4k1cJrVqFxdN7I+mpcQj11aO8th57LxTJliecFNkae3aeLYShXp6xwtbYM7JLCDw0KqQXV+NiIe1SRYpdG2RXg/LWLyYAd43ujC5hvpjUx/IQ/3VC/uC07UzDy9UjXHS8a5gvYoO9UGcyY/c56QpjXb0Z2xuUReHL5emhwYjOIQCUD04/HcxEnxc2Yu6K/fjtSJZLsR3EpQdjDLsanuV7x3bF+B7hmD4gGioVcDSzDNml8mJ1LdZnoFeUPyL8xWmBrmyweG89Lc/ivakhNnV0YqhoRS1nddh1rhAmBe7d6rp6TF2+E5e/uhXLNp7G2bwK2TKIS5ud5yz99qC4QMy7vDM6h/ooHnssIREWeeMEkyLAYm2L8Nejus7Eh/RIoabOxLtbhWOPj17LhxYptXh/ty8dfRf9hTtX/os/jmYr8o61FUixa4NwA9OYhhk8AD5Ye/OpPBhN0k3iGcXVuFBQBY1ahdECeYBl2fSEBpO4nDi7falFqDDUI9RXj4EN7iMO3iSu8OX6dMcFVNWZsP1MAR794QiG/m8T3t96VpEs4tLjfEEVcspqodOqMTzBsltNmJ8eQxs6/b9lDk7cwDTeamACgHE9LceOZZYhv0J6XNymhtAH4cAEAANjA+HnqUVptRHHG6yEcthyKh+ncsqRVVqDj7adx1Vv78C17+9SvDiKuPTgjApCSzI39vx1Ik/WhON8QSWySmug06oxqmuI6G8qlUrRxGj3uULUGs2ICfRC7yhxOrNGd6z8sYcxhk93nEeloR5bT+fj4e8PY9j/NuPTHedly2oLkGLXxhBaHEYnNr5cwxKCEeKjQ2m1kQ9GlQJnCh8SHwR/GylIrhTE2UmNi+NM4RN7hUOtFufUGdvdojzuSy2WPeM5l1+JlLwKeGhUeHB8V8QGe6GqzoS3N59FRa3RuQDikmdXw4RiWEIQvHSNOeG4wWmjDMXOZGb8IGFt7QasgsBPSxtM8sprcTSjFECjO4pDq1Hj8q6W90fJAqQNyZYYwom9IjCxVwS0ahWOZpbhh3/TZcsiLj1MZsYvshMaAUZ1CYGfpxaFlQYcbli0IAVuUjSic7DNFCTjG96pLafzZI89V/WOaJLPjYvx3nO+SHY84KmcClwsqoZeq8YD47oiJtALFYZ6vPH3mXZpuSPFrhkwm5nixQMpeRUoqDDAy0ODwfGB/HGNWsXP8OWYxO2ZwjlGdAmGt4wgcMYYH8NkbXEALO7d6ABP1NWbsU+GAgoAGxsGpssTQ/H05J7Y8fR4xId4w2RmspRZov3CGFO0ypTD1qQIaFTs9qcWo7iqTpIsYZqTwXGBNs+RGwTOrYYdGBuIcBs7vii1eFfX1SOpQbl8bGI3fD53KF65oR8AYPc5+bFRRPvElbHneFYZymosz3v/mMadDXRaNSb2cmXsaTopAiz9vE6rRkZxjaR0RCYz498zrjxCekf5I9RXh6o6Ew7JUECBxknRuB5heGZKT+x8Zjwi/S3j2IGL8mS1BUixcxOMMRzNKMUza4+iz6K/cNtn+xS9YJwpfESXYOi14iz0jSbxXEmDn600J9ZYgsAtszMpq2NPZJcju6wWXh4aXJ4Y2uTvKpWKN+PLNYmvP27pNK7uG8XL4n5jl4wYQKL9UV5rxNd7LmLq8p3o9vwGRYHaRpMZexvidcZYhR3EBnujT7Q/zKxxcYUzbKU5sUZuELijSZGw3IfSLVv/SWV7SgFqjCbEBnuhT7TFRTW64d05llmKshqyeHdUGGM4mFaCJ9ccRa8XNmL+yn8VyeGs3Zd1DWnyvE9uiLPbeCJX0rhmK82JNT56LUZ1sbhopYw9RzJKUVhZBz9PLUZ0CW7yd7VaxT/zcsYexhi/Yv7qflG8rPY89pBi5wYuFlZh+vu7cO0Hu7HmQCZqjCbsuVCEUznyg5d3nOUsDk2VpssSQ+Cr1yKv3ICjmaVOZf170XaaE2saYx2cD3icKXxMt1C72x8piXW4WFiFkznlIssk0FgPchZ3EO0Hxhje2nQGI17eghd+O4HTuRUwmRm+3nNRtqwjGaWoNNQj2EfXJP4GAKYIJkZS2Ma5Ye1MigBLEHi4n7Qg8CpDPXY3TLQm2VHsYoO90SXUx+IWk2FpW5/cOCniXFTRgV7oEuYDM4MiRZlo+5zLr8DU5Ttx40f/4KdDmTDUm7EtpUBRQm4u48Lobk0VsSu6h8HTw2JdkzKu7bGT5sQabmK0RUKcHTf2jO8RDg87Ey0lFu+z+ZW4UFAFnUbNj4UAMLqbRelsj2MPKXZu4NUNp5GcVQ6dVo3rB8VgWIIlUHvd8WwnV4qpNZqwP9XSAY+x8XLptRqMb3jwpMQK2UtzYg0X63A0swwFFQaHMm0tNbdmdGIo1CrLCyN1FeKGhoHpsq4hCBJsDD2qSwhUDYlblWYpJ9ouJ7LL8e6Ws6gxmtAt3Bf3jrUkud56Ol/2TivcwHRZ15AmsZ8AMLlvJH9epZP0PkWVBhxrmDyNtWNxAOQFge84U4C6ejMSQryRGO5r9zy5g1Ot0YStDS7eqQ0WBw6aGHVs/rfuFE7nVsDTQ42bhnTCwNhAAMD6Y/JyNlYZ6nn35RgbRgVvnZaPYZM09pyxnebEGm7sOZhWgtJqxyES3GpyR2MPN24mZ5WjsNLxWMaxvsFad0X3UNFWmFy8a3J2GUokhm+0FUixcxFLwKml0/zu7hF4e9ZAzB6VAMDiWpTjjj2UVoJaoxnhfnp0j7Dd8fNWh2TnsvkcQnZiHDjC/T3RvyEI3NHq2MySapzMKYdaBUywEePAEeDtgQENHcwuiXn3uBiHKX3F+24G+ejQN9pStt3naXDqaHAKx9juYfj78Svw3JSeiA/xRq3RLDuNCOdKsnbDcnQL90WXUB/Umcz8/pX22Hm20G6aE2v4BUhOgsAbFx01DfwWckX3RneSlP5jx5kCVNWZEB3QuJiDoz27kwjH1NWbeSvxj/dehjduHoDbR8QBgOxk3PtTi2E0MXQK8kJ8iLfNc7i+2Vk+SEdpTqyJDfZGjwg/mMwM2x14eC4UVOJ8QRU8NCqHE60wPz1vrZc6mdnQEAI0pa94UhTu74nuEb5gDNjTzizepNi5SHJWGcpr6+HnqeVnSxN6hkOvVSO1wb0olZ3nGt2w9jr+cT3CoNOqcbEhkaQ9Moqrcb4hzYmtWDhreKuDg1gHLg5iaHwwggVWNVtws7vtEqwOGcXVOJZZBrUKmNS76Ybq/OB0VtnL9eG2c7jpo3+wYlcqyqop1qgtsUug2KlUKqhUKj7OZZ0Mq0N5rRFHMy0pQmy5kgCLdY2z2jlzxzZOihwPTIC0IPB6kxlbU2ynObGGS7aaWVKDi0XOU5Vw1u4pAjesUJZaBVwoqJKdww8AskprcNNH/+CJNUdwMK2YdpRpQxzJKEWN0YQQHx0fVzmpdyQ8NCqczq3AuXzp7tidZxtTbNkbeyb0tKy0TsmrQKqDJMDnC6qQWVIDnaZpmhNbjJdg8eYWHY3sEmIzu4MQzuLtSFHk4DIxaNUqXGXDWNFeJ0ak2LkIZ0Ua1aUx4NRHr+VNzHIGp118jIN9RcxHr+Uz1G90MHPi4oOGxAUhwMvxiwCAz2e382yB3SBw3uLQ27EFEGi0Ouw66zzZKncfwzsHI8xP3+TvQneS3IGlrMaIdzadxYG0Erz450kMf2UznlhzxKnLmWh+DPUm/HvRYnEQPvPTGhS7rafzJe+Isud8EUxmhi6hPohp2GbIFtwCpKTT+XbTGJjNjI91HdfduWInJQj8QFoJSquNCPL24BOp2sNbp8XQeEtwuLM4VUO9iV+QcXW/ppOiAC8PfqsyJe7YlbtTcSCtBD8fysKNH+3B1OU78cdReSEmRPPAKRuXJYbyoQcB3h58f7lehtVuV0NiYuvV5EICvD14Rc3RxIibFFkyLjRNc2INF2e3/UwB6u3kaJUSAsTBjY8Wq7uzsacxE0OAd9Nxsr2GMpBi5yJcg1tbxa7ubxmc1h/PkaSMlFTVITm7weLgxMI2WUIQ+PaGl8uR2VpIn2h/hPnpUVVnsplapKzGyAdgX2XDqmbNgE6WZKtlNUY+Vske65PFK5KsGZoQBJ1WjdzyWpwvkLddzOaTeagzmRHp74mekX4w1Jvx86EsPP/rcVlyCPdzKK0UtUYzwvz06CaIOesT7Y/4EG8Y6qW7Y7ls9I4mRQDQPyYAUQGeqKoz8SEU1hzLKkNxVR389FoMdqKEcTS6Y22XlxuYruwZYXeFrRCpC5B2nytEhaEe4X56DI6zXValgxNjjJ+YjuwSDE8PNU7nVuCRHw4jJZd2tWht+LHHyirG9aNSFbvcslqcyauESmWJT3WEpLHnTGNstxQGxQYi0NsDpdVGHG7I8SikqNKAg2mW+D9baU6sGZIQBC8PDQoqDE4XevCZGGxMigBgRJcQaNQqpBVVt6tE36TYuUCt0YR/G3LcWCt2nDv2YlG1pPxwu89bYnp6RPgh3ElMz8ReEdCoVTiZU450G66aWqOJz10lxZUEWJZ3X9nDvkl8+5kC1JsZEsN90dnBKicOrUbNDyiO9rfNLq3B4fRSqFSNnYY1nh4afkGK3MGJizW5ZXgsNjw6Bp/NGcqXSc4OHoT7EQ5MQvePSqXirXZSLd67HKwmF6JWq/gVqfYs3lz83ehuoXZX31nDKXYH00qauPsZY7wr6SoJ1m6g0eK954LjZKvcwDS1b6TNBSOA0J1UJMvifTijFNlltfDRabBy/nDsWzgRwxOCwRiw/Yy8+EfCvVTUGnGkQQmyHnvE7ljnCjhn+esXEyBauGaLSb0joFIBh9NLkVvWdDFblaGej/tzFtvNodWoecu4LYv31tP5MDPLhC/agTWeQ6/V8JbFnQ5CgcSZGGyPPb56LQY1hFi1J6sdKXYucDCtBHX1FmtQ1zCxsuOj1/KdvZSZkxQ3LEeQjw4jOltcNbZmTlyak3BBIKkUruSWntvYhUIY+C0VKVYHbnAdGh/kMEhdSaxDWbWRf7Gn9Ytq2EItHME+OlTXmfiOkZBPTlkNPt5+HnNW7JcUy2ILLozBVgzotAaLd1KKc3dsRnE1LhZVQ6NWYaSEmB4uzm7TyTybrh8ujGG8xIEJsASBd4/wtQSBWw0mZ/MrkVZUDZ1WbXO1uy16Rfoj1NeSRoWzVlhTV2/mt0izXg0rZHB8IDw91CisNDiMy7WGU6on9o6Ap4cGAd4efN3toqTHiqk3mZGUko/HVx/Bs2uPKZpg7k8thsnMEB/ijdhg8WKHAG8P/jlbd8z5ClZu0ZGzSRFgWVDAWYb/PtlUtjDNifWY6IgrG8YVWym35LhhOTh3rKOV5Vxs6qguIQ5jxttjnB0pdi7QGOMQYjPglA8Cd+KOZYwJcgg5f7kAwQolG4qdcEWSo9V31oxODIVOo0Z6w8ILjrp6M7adlhb4LYRbnXg4w36yVW417NS+9gcmrmwAsPd8kd04DGv+OpkLo4mhR4QfukVY8vip1Sre3SB1xS7RyJ7zRbj987247NWteHXDaew4U4BX1p2SLae81shvrWVLsesd5Y+EBnessxxX3Hs4MDbQaWA1AAxPCEaQtwdKqo28xZ1DapoTW3C7UHCpRzi4gWl0Yih89M5jjgDLczrGyeC050IRymvrEeqrw7CEpglbOfRaDYZ3bnjmJQ5OZnOjG3aaQGnk3sP9qUWSEjITjdTUmfDK+lMYuXQr5n/5L345nIXVBzKcrtC2BT/2dLU9Xkh1x1q2sGy6jZgjHOWDlJrmxJqx3cKgUatwJq9S5PKsNZr4sVHW2NNgVPg3tcRu2iR+7LHjhuXg6uWf80Uu7YrTkpBi5wK7zzl2/1zZMxyeHmqkOXHHXiyqtmyWrFHzljhncKtHD6aXNNmAXGqaE2t89Fre4iGcOe1LLUKFoR6hvnreLC2FTkHe+P/2zjtOquru/5/ps3W2N7axtKWXRRYsFFkBwVgSayzIo2h8NDwJShRNBB9NjMojGjUmEpVYoob8fDSPKAoIqLiClJXelmVZ2N77zO7M+f1x5965d+b2mVl21/N+veal3L1z5tzT7vd8z7fkJbPBVgNfKDWt3djj1Ub4hznxZ2yGA44IC9qcvTigMkE6+2K6agKN7RUKCCH41Qf7sfNUAwhh8rFaTIyXnJojHz7flTbAQ4C8pCjR4xWDwcBp7TYekDfWV3sMy2I2SadI0hLmxB/WCHz7iTqBw9AXOjQOgDDsiRifeV/a88emwSRxDMty6XBtwVb3nW1CdWs3YmxmTvMOACNTo5EUbUN3jwf7yptVlUVh+NfeCrz21WnUtzuREGVFfhqz2dTi5MDCBq+WGvNXjEnl5ubJGum5eay6DfXtTApLJaceFtZk5rvTjYL4blrCnPjjiLRgqvf3+aZA35ysR1ePG0PiIjSdPrFOVC63RzRwuFIkBj6TsuIQZTWhscOFo9Xqo1xcSPqtYPfKK68gNzcXdrsdhYWF2L1794WukoCWzh4c9AoYUuFEBN6xMpOXVYVPyYlT5UUEAGkOOyZlxYEQn0YA0B7mxJ/LvROSP7m2cMewKZJ2PFJwYU9OBL5QPj9cDUKAydlxirYTJp6mbacKTVtTh4t7iS30E+zYdtlf0Yw2DWmb+FS3dONMfcePKvzD8Zo21LQ6YbcY8dWKOdjwi4u5F4uaIx8+bKq7i4dLH52yWoftx+skAwq7PYQ70pWKXycGX+PN70MtYU78mZwVB0eE1wjcG+y1trWb00zOzde20WKP0w5XtgZ4cfe6PZxQKuV0xIcd89+dblB19PeJd1N0hfcYlsVgMGgWEv3pcXtw6HwLulw/Lo0fuwbedelQ7Hp0Ln5/HZPLd8tRaQ9tMWrbunHcK6xJhRNxRPCOY2XfPUydpg0NTGEpRXZiJEanx3pzt/reE1rDnPgjFuibtU0tGq1NA2gwGGTDnihFYuBjMRlRmDewslD0S8Hugw8+wPLly7Fq1Srs27cPEydOxPz581Fb238MdotPMzv74SnRsjt7n9ZB+jjWF0NI28uE3TnxjcC1hjnxhz1O+v5ME748VoOSimZs8Rq0arGvY5nFs7Pzf352p7pQ4RiWRYutwxdHqtHrIRidHothycJgz1kJkchJjITbQ0Q9gJWob3fiiud3YPaa7Zi9ZjtW//swvlHhWj/Q4fIYD01EtjeI6aIJGQC0ax2+UdB2A8xx7NCkKOY49mig7Q0AHK5sQXNnD6JtZi4othouGZ6EKKsJVS3dOOCNf6c1zIk/ZpOREwj/sessdp1uwPvfVwBgdv1KTlH+JEXbuPhk/i+UXWWNaPKGT1Gj5R+dFotElbalHg/h+nPRhMC5GazN0ZrPj+Oql77BpP/+Ane+uRt///aM6iwBAxUmjzGzmbl20hBYTEZMzopDhsOOdmevpvSLrLZubEasrG3YIhXHsWzsVC2bIoCXO5b/7tEY5sQfVuNdXNqA7cdr8QPv3aMmEoM/s0ayznuBbasUicEfvgPSQKBfCnbPP/88li5diiVLlmDMmDH4y1/+gsjISLzxxhsXumocal5MgO849myj+HFsr9uD4lJ5tboU7OQqLm1AS1cPety+F6BW+yCW7MRIjEhhjMD/Y/0eXPvKTpxv7kKExaTaBoNPYV4CrCYjzjd3CYJa1rU5OaFK6RiWxZcgXdpuguUTiWNYlmBeTp8frkabV4NU3tCJ9d+ewW2v78JHJec1lzWQ4AcxZVF75MOnuqUbp2qZ8Aoz8qTHFN87VurlxNaJCeqrfjmzW0yY7dUQsJqv3WcaNYc58YfVOny4/zxueu07PL/5BADtx7AsUg5In/KOYdWETzEaDbiYC/QtP+b3lDehts2JGLtZdM6zc+fAuWa0dGnTeLs9BP9v3zkA4PKarvr3Ydz41+JBvTH6wZvHOD7SwgnrRqOBc3rRkilCyQSIpWhMKqwmI07UtOOEyNzkp7DUurYv4NLz1aHD2QtXr4fzaFUb5sSfYcnRyE6IhMvtwZ1vfo9rXtmJ+nZmHBbmqTNR4jNjWBJMRgNK6zpwnhecW00kBn/YNW+g2Jb2O8HO5XJh7969KCoq4q4ZjUYUFRWhuLg44H6n04nW1lbBpy9gd01KcX8irT7v2E9EQjf8cK4Zbc5eOCIsGDfEEfB3OfKSozEqNQa9HoJFf/oaYx//XLeNA59HF43G9LwE5KfFYEhcBBwRFtx92VDBkYxaIq1mTPWGKuG/nL44Ug0PASZkOgK8uqTITohEZnwEetzymraGdid31LdIYkcWjJ0dm4Jm2eXD8drtBdyk/+KwuFbpQuLsdePQ+RZs2FOBP3x6lDtW11POLpGXgNojHz5s/LjxQxyiQUH5sDvqbRLHsd+ICJtqYY3A3y4ux0W/34KbX/sOgLYwJ/7MH5uGn03JxMSsOOQlRSEp2orcxEj8dMoQXeX5HCjqOcNtt4dwwqicN6w/ao9QP/HaNM4bkyZ6PJcRF4G85Ch4CDgtlFq+P9OI+nYXHBEWbFx2KR65Mh9WkxGn6zo0x6gMN4QQ1LR2Y9vxWvx5+yk8s+mYYo5hKbg8xrxgwoBPI7rlSI2q41hCCNd/FysIdszcZE0lAucmm8IyOcaGUV7nMrWMSo3hnJsWvPgVxq7axKXd0mrbzWIwGPC7q8agcCjz7slw2OGIsOCey/J0zUdHhIXLBsV/96iNxMBnREo0kmMGjm2pdn1pmKmvr4fb7UZqqnCHm5qaimPHjgXc//TTT+OJJ57oq+oBYNLsnK7vgNEAVeEVFo3PwKcHq/HpwSo8vGCUwFaAnfCXDE9UNIAWY+H4dByvacO5JmZHEmMzY/64NE2Gpv7MGZWiKdSDEjNHJuPb0gZ8dbIed14yFIBPOFLyhuXD2Pck4f3vK7DzVL3kAvL54Rq4PQTjhsQiVyLm3oy8RBgMwImadtS2dqs+JmvscHEL2M8KMpGTGIXkGBu+PlmPb07Vo9ftUaVBEaPT1QsPAaKsJk32JFJ8XHIeK/51QBAH7a3iM9j3uys0H5XslXkJLBqfji+P1eLTg1X4VdFIxbJYLakaG9DR6THIS4rC6foObD1ag2sm+QSkLl4oED3a5Dn5KYiwmNDm7EWbsxcGA6M1uPuyPM1lsdgtJvzPjRN1f9+fqTkJiLSaUN/uxNHqVozNcAiEI6WNJR9/29IYEQ9it4dwsfGumig9Ny8dnoTTdR3YeapetdYD8Dl8zBuTirEZDozNcOAb79z56kQdhqdEK5QgDiGEOZK3m3UL5Xy6e9z42avfBpyyRFpM+OXcEZrLY8f8ZX5jfnJWHIbEReB8cxd2nKhTbMszDZ2obOmG1WTkYnvKsWhCOrZ65+avrxDOTTUpLKVgU//9eXspKhq97x67GVdNyNAU5sSfK8ak6tZuizFzRDL2ljfhqxN1uGUak0dXbSQGPuy753/3n8fOU/W6bAj7kn4n2Gll5cqVWL58Offv1tZWZGVlhfU3Y+xmPHv9BJxr7FQVXmFOfjJ3HHvofCvG8xJ1+zz69GnY7p2Vh+QYGxKjrRiTHovM+IiQCAWhZOaIZPzxs2P45lQ9fvfRIRTmJXDC0ZUqj2FZLvEKdnK2DhsPMhqHReMzJO+Jj7JiXIYDB8+3YGdpPa6bnKnq9zcfqYbbQ7zZEZgFbEImYzTf0tWDH841oyBH+7HBgXPN+Nmr36LHTWAyGhBrN2NMRiz+dsdFiLBq15QCwPpvz8DV6+HKOlnTjoYOF746UReQ8FoJvuep//gq8h7Hskc+I2V2/3yNgxrTA/YF8vK2U9h4oEog2O0qY2JmZTjsyFMRNNufaJsZ79xdiBM1bRiVFoP8tBhdtkHhxGo2YkZeIrYeq8WjHx7E1ZOGcM4YzDG4eiEmMz4SuYmRONPQid1ljZgrYjO7u6wR9e1OOCIsuEQilAbAzMO3iss1mTJ4PISLHca3bZo5MokR7E7W4T8uHaq6PD5L39rLGdpHWk2Ij7Ti0YWjRW0E1fBtaT0OV7bCaGBORhwRFuwtb8Kmw9WaBbtWXjBh/w2IwWDAlePS8LdvyrDxQJWiYMe2t1pHO/Y49mRt4NzU6k3uzwOXD8eQ+AgkR9swJiMWQ+L64btnZBLWbjmBbcdrserjQ5iSE686EoM/l3gFu29O1eOh+aPCUd2Q0e+OYpOSkmAymVBTIzwyqqmpQVpaYEfYbDbExsYKPuEm1m7BjVOzsHyeus6NtJq5XKyfHPSFbmjr9qVQ0XOUBDAagp8XZmP+2DRkJUT2u4kFMFqXUakxcPV68PZ35XjgH/vh9hAmVpnGFzKroTha1SpqcF3f7uRsFqWOYVk4O7uT6o+TfClofGWbjAZucfxKxPtXDRv2nEOP23fU1tTZg52nGrDtuD6HoaYOF/cy+fzXM/H+PTO448DPdRwZy9mUOiIsnPezUqaI0roO1LQ6YTUbVYdXYF/O20/UCbyY+UG99Y77gpx43DItG1Oy4/udUMdy9SRmg/LDuRY8+ckR/Nubq1UqDZIcSral7KZo/thUWM3Sr4fpeYkwGoDTdR2o5NkvybHvrM92j+8NzR7lf3dan/1STWs3J9QBQKfLjfPNXXhl2ynNZbGwJi23TMvGluWzsO6OqTAaGA9lramlvvPmMR6aFIXM+ECzE+449qjycSwbEUBO6OYTa7dwYXP4c1OQwlLnuyfSasathTmYNzYNmfH9890zIZMxieju8eDvxeX4r/dLVEdi8OcS75jVY1va1/Q7wc5qtaKgoABbt27lrnk8HmzduhUzZsy4gDULjkUiuWO/Oy0dPXwwYTAY8PEDl+D1xVNx2/RsLkn77TNyNJeVGO3LpsHa0fH57JDPdo/13JSCb2enxnC7pbOH0zb5axq5mGMykc6l4KecevXWKdj16FzcMo3ROqvNlerPVyfrQAiQnxaDdAfT3uwOdcvRGtk0Vf40dbi40D5SLwH++JaDbb+LcuNV22zmp8UgLzkKLr/csZywqdGbfKBxzaQh2PrgLPx20WhcMjwRFpMBQ5OidIUzkrMt7XV7OBMJ1ttZCkeEBRMy4yTLEoPdFF0xOlVgu5efFoMUr/3SHr+A0Wpgwz1NzIpDyeNX4NNll8FgAI5UtYqmvVJCGI+NMfdIiLKi0BvkWS5PqhhKjnaTvMexnS4397tiuD2EO+m4RIMwxkVm4L172BSWI1PlozoMdExGAz5Zdileu70APy/MRoaDedbbp2t/96Q7mGwaemxL+5p+J9gBwPLly7Fu3Tr8/e9/x9GjR3Hfffeho6MDS5YsudBV082cUYw9T0VjFw6eb0FVSxc++P4sAP3auoGE3WLC3NGpeOra8fjm4Tk49MR83HyRviNzVrgQi2fHBrNV0tYBwNTceFjNRlS3dqsy3N58tAa9HuIVNIS2QKz34g8VzQG5QpU4XNmKqpZuRFhMmJOfgtRYO37ifbFuO1arK9r5Du8Lgu8dPTkrHskxNrR193IvCDWoeQn4H/lIoRQxXwy+d+wnB6rQ62ZSaR2rboPBoP8oaSDB2v69e/d0HFw9H5t/PVN13DE+M4YJbUv57CprREOHC/GR6mz3tDggMcewbKR/4dw0GAyc1k5L2A8WdlM0b0wq4iKtGJMRywVS17MxKqvvwNnGTlhNRkE7sFEItAp2SlmFGHMDZtMl54B0uLIFLV09iLGZMUGDo93c0czcPFXbjhM17Tjf3IUNexjPZK0htgYikVYz5o1Nwx+uG4+dj1yOQ0/Mx0+nqDO98WegBLfvl4LdTTfdhDVr1uDxxx/HpEmTUFJSgk2bNgU4VAwkIqwmLhfrPW/txcV//JKL0TN7ZOgcFQYCBoMB0TazbtU9/ziJr2mrbevGLq+3rBrbGrvFxBkgq5morOG3mNFtuiMCI1Ki4SHaQ6iwmQlmjkzitFhTcxMQYzOjocOFH7wprtTi8RAuKCd/bBmNBswbo/3lpMYOlH/kI+b9DTAaIXanq1UYY/tzx/E6TH/6S9zz9l4AzFGLXCyvwYjdYtLtoBMXacV4r1DABnZmYfttwbg0VbZ7/NheShrvH841o6qlG1FWk+hGlh07WvMOtzt7uQgF83hG93Nlco8qsc27KbpoaLwgBdw8r/3bnvKmgIDRUpxr6kRZPRMwXs7gntWQbpU5jmXXlcK8RE39z8xNZu7e+eZuXPLHL33rQxDREwYi7LtHLwMlb2y/FOwA4IEHHkB5eTmcTid27dqFwsLCC12loLnKu1Otbu0GIUzU6zU3TOTCoVDUcVFuPBcbr7zBZ++y6RCTyWJSVpyoLYsYaidqa3cPt/OWsm1iF0+xgJhy+JJc+8q1mo1ceVq1DgfPt6Chw4Vomy/UDAtrnP2F13NYCX4eYyXNspi5gX+92rp7EWs3aw7tMyo1BsOSo+Bye1Df7kRilBV3XpyLl2+ZrKkcirhtaa/bg02H2Nyw8sewLFNy4mC3GFHf7sSJmnbZe1mnibmjU0WP4C8bkQyDgUlx5a9JlOOrE3VwuT3ITYwUeNSya+o3p+o1ZXUAfIF2/SMDZMRFYGKmIyDbjxzspmhipkPW0W5ipoN3HCs+331pxLR7ZLLxPKtaur3xIxPxwk2TfhTa7lAyfZh229ILQb8V7AYj88am4VdFI7Bi/ih8/Zs5+Oe9M3B9QabmNF0/diKtZkzJiQMgFMg++UE+KLEY7ML2XWkDemVSLX15tBYutwfDU6IxQsLrk4s5JpJlQ4qKxk4crWK87/wFfPbfbOBPtbB2OpcOD4zHNj0vEbF2M+rbnVzaKznYPMYWk0ExSKj/kY8/rFZ0xjDtoX0MBgOevX4C7rw4F2/cORXfPToXq68eO6htU8OFmG3pt6UNaOrsQUKUFdNVBoO1mU2Y5rU7k9sYEeLLZCG1KUrweqkDvqNLNWzm5eHlnwCwcdC6e3wB4NXQ5XJzWn8xbdZ8Xio6NXyt0g6UnxtZTOPd3ePG7jNMvfTYVl41IR2/vHw4frNgFHY+fDneu2c6rp08pF86PPRnYu0WLsNNfz6OpYJdH2IyGvCropG4f85w+kIKEvbl9OG+cyir70B1Sze+L2cWPi1BW8dmOOCIsKDN2YsDXgcBMXzpz6Q9EQuHJsJqNqKypRuldfIaDBY2U8jU3ISAI8XZo5J1GYFvPyGd79RqNnKp4fjpgKTg8hir8BrlH/mwto58diokLleiICcBq68ei8vztYX5oAgpyImHzWtbumHvObh6PZzH5IJx6jJZsKgJenzofCvONTHZa2bJmJ1odUDqdfucafxTThkMBs70ZauG49ji0/Vw9XowJC4iIBUh4Atq/W1pvaJnpMdD8K2GlF2sHenWo7UBeXT3ljfB1etBSoxNV6w/s8mIB+eNwn/OHq7ZG5QihF2/Nuw9h7MN2jyk+wq6OlIGJHNHp8JkNGDf2WbMWbPdm5IImJIdx3ndqsFkNHAG0mLOGABjx8Pm4JUTGiOsJi5v5w6VYU82ewW7K0RiiiVG27jI6WqPY/lhTqTSyrG2QpsOVytqFtUew7IsmuAzAueXzQ8mrEfjQAkddouJO2b8zb8O4OI/buWyTVylYVME+Pryu9MN6JHQeLN5OS/PT5GNyciGzPmal2VDju/PNKGli8mXOyU7LuDvXFL5o7WqNej8zD1i2qy85GiMSIlGj5tgm8KcPFzZiiZvHuNJKvIYT8h0IDM+Al09gcex/NiPVMt2YbliTCqMBibm48zntuH213dh06EqyfF/IaCCHWVAMjo9Fm//xzRcnp8CgwE4640tdZVCmAYxlOzsth2rhavXg6FJUchPk0+9M1ODd19LVw92nWa0jFLR1ueyLyeVWgexMCf+zBrJBMw+19SFI1XSKfgEeYxVes8VjWbin5XWdeA4zzv2+zONcLk9SHfYMVRHMGFKaHnm+glYdvlwpMTYUN/uQofLjaRoKwrztNlvjU5jEtF3utzchoIPIcTndKQQd29KTjyibWY0drhE82r7wx7DXp6fKqplvHhYEuwWRoN+XEUeY7EwJ2IsUHkc+/UppqzpeQmqNMwC728/71i1acQo4WdCZhzWL5mGmSOZE5WvT9bjF+/swz92nb3QVeOggh1lwHLx8CS8cedF+Po3c7Ds8uG4ZVoWbtIRQoVVre8724ROV2AuSF8KmjTF3TJ7FLmrrEHRaHv78Vr0eghGpERLBmq+3BvYWq0RuFiYE38irCYuUffnMsexP5xr4fIYj1fp7BBjt3Bl8wOish6Yl1CNQ7/AEWHB8nmjsPORy/GX2wrw08lD8Pvrxmu2fTTyNN7fiGi8j1a14UxDJ2xmo2KaQovJyHmOKh3HEkKw+ag3Lp7EpshuMXGBfNXYqUqFOfGHdUDafrxOdk7qyezA2tl9yTuObens4eJIXqLDcYISemaOTMZb/zENX62Yg/+cPQxD4iJwzSTtSoVwQQU7yoAnMz4Sy+eNwtM/nSAIT6CWnMRIDImLQI+bYLfXcJql09WLbceYl8xCFcdUTKw3dcFW+YbfUoxOj0G6SiNwqTAnYvi0DtKaQPbFdLFGZwdW68Aex7Y7e7Hd24b0xdS/sJiMWDAuDc/fNElTzlc+crG92E3R7FHJqubmTJ4DkhwnatpR0djl9R6XFpxYOzs1pgzbJcKc+DPWmz6rq8ctWc8ul5ub/1oCaI8f4juO3XacOUL+7FAVPATIS46S1MJTLgxZCZH4zYJ8fP2bOYiL7D9hl6hgR/nRwyZ4BgJfTjuO16Grx42shAiMzVBOVycItiqjdXD1ejjtWpGMYGcwGHy2Qgovp0OV0mFO/Ll8VCrMRgOO17ThtISjxzfeoyStKYfmjk6B1WzE6boO/PK9/Sj8/RYcr2mDyWhQnQqJMnBgTRn2VzQLUr4RQriAu2o2RYBP4723vAntzkDtOcvmI4y27tLhSbJOPezc2Xe2CY0dLtnf3q5yU2QwGDgheJPEcexununBsGT1pgd879hXtp3CVS99g0c+PAjAZ+ZB6X/0t8gWVLCjUOBL0fPNKaFW7FM2afm4dNVHiOzLSU7r8N3pBrQ5e5EcY8Mkb2omKfiCnZwROKtxYNJOyU9tR6SFO/YS09q1O3ux/2wzAOAymcDEYsTYLZjtbYNPDlShw+VGXlIU/nTzZKQM4vRFP1ayEiKRkxgJt0eo8T5Z247TdR2wmoyqY3XmJEYhJzESvR4iq6FWo+0GmMDho9NjQQgk48MBjIaNDZ6tJmgvl57vSI2o0TzrTa7H2eEqbxzBw5WtOFzZCqvZiJ9OHoLl80ZqKofy44UKdhQKwNnUHK1qRX07E1W+u8eNL71eq1pCqFw2PIkLtlojEWyVfTEVjU5R3O1dPCwJNjMTkFnOCJx9cckZfvORMwL/rrQBvR6C7IRIxZy7Ytw7axiyEyLxk4kZeG/pdGx9cJaqbCCUgYmYAxIbImjmyCTEyATn9UfJAammtRs/nGuBwcBoh5VgHZC2ymi8vzvdwIU5URNOpCAnHknRVrR293IOUHyU0ojJMW5ILK6akI7R6bH47aLR2LVyLp6/aZJsgGMKhQ8V7CgUAEnRNoxOZ45aWaHrqxN16HC5keGwY2Km+kwJ8VFWLpejWLBVQgiX31JJ4wAwzg7si1PKCLypw4X9Xq9EtWmCmKCuQElFM6pahFHUv9EQf0uMgpx4fPWbOXjplsne/KT966iCElpYU4YdJ+o4o//PDjIbBrEUfHIoZXBh586krDikxChrgFk7u69O1EmGpNjm3RTNkghz4o/JaODm7qbDQg/WujYnjlUzGzA9MRsNBgNe/vkUfPZfl+Huy/IQ/yNLmUcJHirYUShe2GCrKz88iCtf/Bp/+vIkAEZbp1UwkUtqfriyFVUt3YiwmHCxSpszJTs7NszJqFTpMCf+pMTYUZDN2OJ94Xccy75U9Qp2lB8XM/J8qZamPrUZ97+7D8dr2mAxGbiA2GqZnpcAs9GAMw2dogFgfdpudeVOzIxDYpQVbd29og5NgjAnI9WbHfDT8/Hj7rF2umMzYpEYbVNdHoUSKqhgR6F4ufuyPFw5Lg0WkwFHq1px6DwTS0sqDZIcrNbhm1OBwVa/8L6YZo5MEs2bKQYr2O2XMALfwQusqgX25cQ/jq1q6UJpXQeMBmAGdXagqCA+yoonrx2H7IRIdLjcnNPEJcOT4IjUdoQYY7dgSg6z4djhp7Vrd/ZyOVPnqdB2A4x2jTVPEIsHyYY5sZgMmuLEXTwsCTE2M2rbnJy2HAjuGJZCCQVUsKNQvKTG2vHqbQX4/rEiPHXtOEzPS8B1k4dgcpa8h6kYk7PjuGCrhyqFqcp8ht/qBcaMOMYI3EOAHSeEWjt+mBO5+HVisILdrrJGNHkFRvbFNCEzDo4IatdDUcethTnYsWI2/vWLGfh5YTbGpMfigTnDdZU1S8IB6asTdXC5PchNjNSUWmvuaGk7Oy7MSW4CojWES7KajdwxL7sxIoRw3uRanY4olFChPegXhTLIiYu04rbpObhteo7uMizeIKdfHKnB1yfrMcHr+VrR2ImjVa0wGqDaU5Dl8vxkHK1qxdajtbhuciZ3nQ1zEmU1YWqOugTuLNmJkRiTHosjVa14q7gcUTYTF0GdHsNStGIwGDA1NwFTc7WNQ39mjkjGc58fR3Epk6qM9fLme8NqMY+4dEQSzEYDTtd1oKy+Q5D9hAtzonFTBDC5Yz8uqcSmQ9WYmhOPLUdrUNPqhM1sVAw5RKGEC6qxo1DCBHscu4OnddjqNfyempOABI1G0WwWih1+RuC+MCdJsJq1T2lWa7d2ywk8tfEoTtczx7B6A9ZSKMEyNoNJVcYPu9Pr9nA2plrt9mLtFkzz5nHm26kKw5xo22gBjIbcZjbibGMn7nl7L/655xxXP7VmFhRKqKGCHYUSJtiwDfvKm1DXxoRQ2azBG9afSVlxSBAxAmfDnMzRqAFkuXZyBiIsJlhNRlw2IgmPXzUG2x+ag3Eq04hRKKHGaPQFDd98pBoeD8H3Z5rQ0tWD+EgLCnK0a8MuF8m7zA9zMkLD0S5LpNWMaycNAQBkJ0Ri8YwcvLnkIqy9aZLmsiiUUNGvjmLPnDmDJ598El9++SWqq6uRkZGB2267DY899hisVuryTRlYZCdGIjcxEmcaOnHR77cgMz4CVS1MXDs9gh1jBJ6MD/edx7bjtZgxLBHNnS4u+bqeoySACQq767G5MBsNslH8KZS+ZObIZPz7h0qs+7oM7+46y9m/XZ6fCrNCAG4x5o5OxVMbj2J3WSPaunsQY7dwmyK1YU7E+P1147BiwSgkRllpWB9Kv6BfreLHjh2Dx+PBX//6VwwfPhyHDh3C0qVL0dHRgTVr1lzo6lEomvn1FSPx7KbjON/chXNNTKy4/LQY5CapTzPEZ25+Kj7cdx4f7T+Pxg4XzjZ2wqMxzIkYNPgppb+xYFwaPtp/Ht+faUSny41Ob3y8K8fpMxEYmhSFvKQonK7vwK8/KEGE1cyF9dES5sQfs8mIJBrWhNKPMBC5HEX9gOeeew6vvvoqTp8+rer+1tZWOBwOtLS0IDZWObcnhdIXNHe6cLSqDaV17bhkeJLAeFsLrd09mPrkFrj8Aq0uu3w4ls8bFYqqUij9il63B2caOnC4kgk/dPXEDP3atY1HsO7rMsG1aJsZ3z06V5NHLIXS12iRbfr9SG5paUFCgrSHldPphNPp5P7d2traF9WiUDQRF2nFjGGJXH5WvcTaLfjL7VOwu6wJsRFmxNotSI6xceEhKJTBhtlkxPCUGAxPiQm6rP+cPZwzN4iNsMARYcGkLAcV6iiDin6tsTt16hQKCgqwZs0aLF26VPSe1atX44knngi4XlFRQTV2FAqFQqFQBjytra3IyspCc3MzHA4FxzbSBzz88MMEgOzn6NGjgu+cO3eODBs2jNx1112yZXd3d5OWlhbuc+TIEcXfoh/6oR/6oR/6oR/6GWifiooKRZmrTzR2dXV1aGhokL0nLy+P83ytrKzE7NmzMX36dKxfvx5Go3oPKI/Hg8rKSsTExITVQ4mVnqlmsH9C+6f/Qvumf0P7p39D+6d/E67+IYSgra0NGRkZijJRnxgWJCcnIzlZnQ3Q+fPnMWfOHBQUFODNN9/UJNQBgNFoRGZmpvKNISI2NpZOrn4M7Z/+C+2b/g3tn/4N7Z/+TTj6R/EI1ku/shg9f/48Zs+ejZycHKxZswZ1db6I/WlpNAo+hUKhUCgUihz9SrDbvHkzTp06hVOnTgVo3frgxJhCoVAoFAplQNOvUordeeedIISIfvobNpsNq1atgs1GA1P2R2j/9F9o3/RvaP/0b2j/9G/6Q//063AnFAqFQqFQKBT19CuNHYVCoVAoFApFP1Swo1AoFAqFQhkkUMGOQqFQKBQKZZBABTsKhUKhUCiUQQIV7Hi88soryM3Nhd1uR2FhIXbv3i17/4YNG5Cfnw+73Y7x48fj008/FfydEILHH38c6enpiIiIQFFREU6ePBnORxi0hLpvPvzwQ8ybNw+JiYkwGAwoKSkJY+0HP6Hsn56eHjz88MMYP348oqKikJGRgTvuuAOVlZXhfoxBS6jnz+rVq5Gfn4+oqCjEx8ejqKgIu3btCucjDGpC3T98fvGLX8BgMOCFF14Ica1/HIS6b+68804YDAbBZ8GCBaGttNa8r4OV999/n1itVvLGG2+Qw4cPk6VLl5K4uDhSU1Mjev/OnTuJyWQizz77LDly5Aj57W9/SywWCzl48CB3zx//+EficDjIRx99RH744Qdy9dVXk6FDh5Kurq6+eqxBQTj65q233iJPPPEEWbduHQFA9u/f30dPM/gIdf80NzeToqIi8sEHH5Bjx46R4uJiMm3aNFJQUNCXjzVoCMf8effdd8nmzZtJaWkpOXToELnrrrtIbGwsqa2t7avHGjSEo39YPvzwQzJx4kSSkZFB1q5dG+YnGXyEo28WL15MFixYQKqqqrhPY2NjSOtNBTsv06ZNI/fffz/3b7fbTTIyMsjTTz8tev+NN95IFi1aJLhWWFhI7r33XkIIIR6Ph6SlpZHnnnuO+3tzczOx2WzkvffeC8MTDF5C3Td8ysrKqGAXJOHsH5bdu3cTAKS8vDw0lf4R0Rf909LSQgCQLVu2hKbSPyLC1T/nzp0jQ4YMIYcOHSI5OTlUsNNBOPpm8eLF5JprrglLfVnoUSwAl8uFvXv3oqioiLtmNBpRVFSE4uJi0e8UFxcL7geA+fPnc/eXlZWhurpacI/D4UBhYaFkmZRAwtE3lNDRV/3T0tICg8GAuLi4kNT7x0Jf9I/L5cJrr70Gh8OBiRMnhq7yPwLC1T8ejwe33347VqxYgbFjx4an8oOccM6d7du3IyUlBaNGjcJ9992HhoaGkNadCnYA6uvr4Xa7kZqaKriempqK6upq0e9UV1fL3s/+V0uZlEDC0TeU0NEX/dPd3Y2HH34Yt9xyC016rpFw9s8nn3yC6Oho2O12rF27Fps3b0ZSUlJoH2CQE67+eeaZZ2A2m7Fs2bLQV/pHQrj6ZsGCBXjrrbewdetWPPPMM9ixYweuvPJKuN3ukNW9X+WKpVAoFD49PT248cYbQQjBq6++eqGrQ+ExZ84clJSUoL6+HuvWrcONN96IXbt2ISUl5UJX7UfN3r178eKLL2Lfvn0wGAwXujoUP26++Wbu/8ePH48JEyZg2LBh2L59O+bOnRuS36AaOwBJSUkwmUyoqakRXK+pqUFaWprod9LS0mTvZ/+rpUxKIOHoG0roCGf/sEJdeXk5Nm/eTLV1Oghn/0RFRWH48OGYPn06Xn/9dZjNZrz++uuhfYBBTjj65+uvv0ZtbS2ys7NhNpthNptRXl6OBx98ELm5uWF5jsFIX7178vLykJSUhFOnTgVfaS9UsANgtVpRUFCArVu3ctc8Hg+2bt2KGTNmiH5nxowZgvsBYPPmzdz9Q4cORVpamuCe1tZW7Nq1S7JMSiDh6BtK6AhX/7BC3cmTJ7FlyxYkJiaG5wEGOX05fzweD5xOZ/CV/hERjv65/fbbceDAAZSUlHCfjIwMrFixAp9//nn4HmaQ0Vdz59y5c2hoaEB6enpoKg7QcCcs77//PrHZbGT9+vXkyJEj5J577iFxcXGkurqaEELI7bffTh555BHu/p07dxKz2UzWrFlDjh49SlatWiUa7iQuLo58/PHH5MCBA+Saa66h4U50EI6+aWhoIPv37ycbN24kAMj7779P9u/fT6qqqvr8+QY6oe4fl8tFrr76apKZmUlKSkoEYQGcTucFecaBTKj7p729naxcuZIUFxeTM2fOkD179pAlS5YQm81GDh06dEGecSATjvXNH+oVq49Q901bWxt56KGHSHFxMSkrKyNbtmwhU6ZMISNGjCDd3d0hqzcV7Hi89NJLJDs7m1itVjJt2jTy3XffcX+bNWsWWbx4seD+f/7zn2TkyJHEarWSsWPHko0bNwr+7vF4yO9+9zuSmppKbDYbmTt3Ljl+/HhfPMqgI9R98+abbxIAAZ9Vq1b1wdMMPkLZP2wIGrHPtm3b+uiJBheh7J+uri5y3XXXkYyMDGK1Wkl6ejq5+uqrye7du/vqcQYdoV7f/KGCnX5C2TednZ1k3rx5JDk5mVgsFpKTk0OWLl3KCYqhwkAIIaHT/1EoFAqFQqFQLhTUxo5CoVAoFAplkEAFOwqFQqFQKJRBAhXsKBQKhUKhUAYJVLCjUCgUCoVCGSRQwY5CoVAoFAplkEAFOwqFQqFQKJRBAhXsKBQKhUKhUAYJVLCjUCgUCoVCGSRQwY5CoVAoFAplkEAFOwqFQqFQKJRBAhXsKBQKhUKhUAYJVLCjUCgUCoVCGSRQwY5CoVAoFAplkEAFOwqFQqFQKJRBAhXsKBQKhUKhUAYJVLCjUCgUCoVCGSRQwY5CoVAoFAplkEAFOwqFEha+//57XHzxxYiKioLBYEBJSQlWr14Ng8EguC83Nxd33nnnhamkDgZafSkUyo8LKthRKJSQ09PTgxtuuAGNjY1Yu3Yt3n77beTk5Kj67pEjR7B69WqcOXMmvJUcYHz77bdYvXo1mpub++T3/vCHP+Cjjz7qk9+iUCihgwp2FAol5JSWlqK8vBwPPfQQ7rnnHtx2222Ij4/Hb3/7W3R1dcl+98iRI3jiiSeoYOfHt99+iyeeeIIKdhQKRRYq2FEolJBTW1sLAIiLixNcN5vNsNvtF6BGQEdHxwX5XQqFQulLqGBHoVBCyp133olZs2YBAG644QYYDAbMnj0bAERt7PisX78eN9xwAwBgzpw5MBgMMBgM2L59O3fPZ599hssuuwxRUVGIiYnBokWLcPjw4YA6REdHo7S0FAsXLkRMTAxuvfVWAIDH48ELL7yAsWPHwm63IzU1Fffeey+ampoEZRBC8NRTTyEzMxORkZGYM2dOwO/I0dHRgQcffBBZWVmw2WwYNWoU1qxZA0IId8+ZM2dgMBiwfv36gO8bDAasXr2aa7cVK1YAAIYOHcq1C6vVNBgMeOCBB/Duu+9i1KhRsNvtKCgowFdffRXQLrm5uQG/5d8vBoMBHR0d+Pvf/879FrUrpFAGBuYLXQEKhTK4uPfeezFkyBD84Q9/wLJly3DRRRchNTVV1XdnzpyJZcuW4U9/+hMeffRRjB49GgC4/7799ttYvHgx5s+fj2eeeQadnZ149dVXcemll2L//v0CoaW3txfz58/HpZdeijVr1iAyMpKr3/r167FkyRIsW7YMZWVlePnll7F//37s3LkTFosFAPD444/jqaeewsKFC7Fw4ULs27cP8+bNg8vlUnwOQgiuvvpqbNu2DXfddRcmTZqEzz//HCtWrMD58+exdu1aLU2Kn/70pzhx4gTee+89rF27FklJSQCA5ORk7p4dO3bggw8+wLJly2Cz2fDnP/8ZCxYswO7duzFu3DhNv/f222/j7rvvxrRp03DPPfcAAIYNG6apDAqFcoEgFAqFEmK2bdtGAJANGzYIrq9atYr4Lzs5OTlk8eLF3L83bNhAAJBt27YJ7mtrayNxcXFk6dKlguvV1dXE4XAIri9evJgAII888ojg3q+//poAIO+++67g+qZNmwTXa2tridVqJYsWLSIej4e779FHHyUABPUV46OPPiIAyFNPPSW4fv311xODwUBOnTpFCCGkrKyMACBvvvlmQBkAyKpVq7h/P/fccwQAKSsrE70XANmzZw93rby8nNjtdnLdddcJ2iUnJyfg+2L9EhUVpficFAql/0GPYikUyoBg8+bNaG5uxi233IL6+nruYzKZUFhYiG3btgV857777hP8e8OGDXA4HLjiiisEZRQUFCA6OporY8uWLXC5XPjlL38pOKL81a9+paqun376KUwmE5YtWya4/uCDD4IQgs8++0zj0yszY8YMFBQUcP/Ozs7GNddcg88//xxutzvkv0ehUPon9CiWQqEMCE6ePAkAuPzyy0X/HhsbK/i32WxGZmZmQBktLS1ISUkRLYN1+igvLwcAjBgxQvD35ORkxMfHK9a1vLwcGRkZiImJEVxnj5TZ8kOJf10BYOTIkejs7ERdXR3S0tJC/psUCqX/QQU7CoUyIPB4PAAY+y8xIcVsFi5nNpsNRqPwUMLj8SAlJQXvvvuu6G/wbdb6AilHknBp2Pr69ygUSt9DBTsKhdKvkBI+WOP9lJQUFBUV6Sp72LBh2LJlCy655BJERERI3scGUz558iTy8vK463V1dQHes1Lf37JlC9ra2gRau2PHjgnKZ7V//rHpxDR6ct7EbF39OXHiBCIjIzmBNT4+XjQOnp7fo1Ao/RNqY0ehUPoVUVFRAAKFnfnz5yM2NhZ/+MMf0NPTE/C9uro6xbJvvPFGuN1uPPnkkwF/6+3t5X6zqKgIFosFL730kiA8yQsvvKDqGRYuXAi3242XX35ZcH3t2rUwGAy48sorATDHx0lJSQFhSf785z8HlCnVLizFxcXYt28f9++Kigp8/PHHmDdvHkwmEwBGsG1pacGBAwe4+6qqqvC///u/or/XV8GQKRRK6KAaOwqF0q+YNGkSTCYTnnnmGbS0tMBms+Hyyy9HSkoKXn31Vdx+++2YMmUKbr75ZiQnJ+Ps2bPYuHEjLrnkkgBByp9Zs2bh3nvvxdNPP42SkhLMmzcPFosFJ0+exIYNG/Diiy/i+uuvR3JyMh566CE8/fTTuOqqq7Bw4ULs378fn332GRdqRI6f/OQnmDNnDh577DGcOXMGEydOxBdffIGPP/4Yv/rVrwShQ+6++2788Y9/xN13342pU6fiq6++wokTJwLKZB0jHnvsMdx8882wWCz4yU9+wgl848aNw/z58wXhTgDgiSee4Mq4+eab8fDDD+O6667DsmXLuHAxI0eOFAiF7O9t2bIFzz//PDIyMjB06FAUFhYqPjuFQrnAXGi3XAqFMvgIJtwJIYSsW7eO5OXlEZPJFBD6ZNu2bWT+/PnE4XAQu91Ohg0bRu68805BqI/FixeTqKgoyfq99tprpKCggERERJCYmBgyfvx48pvf/IZUVlZy97jdbvLEE0+Q9PR0EhERQWbPnk0OHTokWl8x2trayK9//WuSkZFBLBYLGTFiBHnuuecE4VMIIaSzs5PcddddxOFwkJiYGHLjjTeS2tragHAnhBDy5JNPkiFDhhCj0SgIfQKA3H///eSdd94hI0aMIDabjUyePDkgZAwhhHzxxRdk3LhxxGq1klGjRpF33nlHtF+OHTtGZs6cSSIiIlSFeKFQKP0DAyG8cwYKhUKhDDgMBgPuv/9+RY0lhUIZ/FAbOwqFQqFQKJRBAhXsKBQKhUKhUAYJVLCjUCgUCoVCGSRQr1gKhUIZ4FBTaQqFwkI1dhQKhUKhUCiDBCrYUSgUCoVCoQwSBt1RrMfjQWVlJWJiYmhKHAqFQqFQKAMeQgja2tqQkZERkAPbn0En2FVWViIrK+tCV4NCoVAoFAolpFRUVCAzM1P2nkEn2LEJtysqKhAbG3uBa0OhUCgUCmUgQQjBl8dqkRkfgVFp/UOOaG1tRVZWFifjyDHoBDv2+DU2NpYKdhQKhUKhUFTT0tmDh/71AzYfqcGQuAjsfOTyC10lAWpMzAadYHchaHf2YsuRGrQ7e+H2EPR6CGbkJWJMhn7Bcm95IzYeqIbHG8bAYjLg5mnZGJYcrbvMD/edw4FzLdy/HREW3H3ZUMTYLbrKc/a68bevy1Df7uSuDUuOxm3Tc3TXsaqlC+9+dxbOXjcAZhDPHpWMi4cpJ16X4sC5Znx+uBpsRAiLyYjrCzKRlRCpu8zNR2pw6LyvLeMiLbhlWjbsFpOu8nrdHnywpwIN7S7u2vCUaCwcn667jvXtTvy/vefQ3ePhrs0cmYTJ2fG6yzx0vgVfHKkBuHFpxHVThiAzXn9b/t8PlThUKRyXd16ci0irvuWJHZf8thyRGo1bpmXrruO5pk68/V05nLy2LBqdiktH6B+X359pxGcHq0HAtKXVZMTN07IxNClKd5kf7T+Pw5X8cWnFkkv0t6Wr14O3is+gscPXliNTY3Dt5CG661jb2o1/7TvHtaXBAMwelYJJWXG6yzxc2YIvj9aCDfpiNRtx7aQhSHPYdZe5+UgNjlS2cv+Oi7TgpouydM9xV68H7+4qF7TliNQYXD0xQ3cdK5u78P73Fdx6CTDj8qLcBN1l7jnTKFwvzUbcclE2shP1z/G/fX0ahytbQQiBhzBz/KH5o+CI0PfuAZhn9xCClBg7rObQ+IH+UNGM+/+xD+eaugAA55u7UNvWjZQY/ePoQkAFuxDw0taT+OtXpwXXUmJs2PXoXN0OHCs2HMDp+g7BtTMNnVh3x1Rd5VW3dGP5P38IuB4bYcFdlw7VVeamQ9V47vPjAdenZMfrFmr/tPUU3tt9VnDtn3sqsP93V+huy19/UILSOmFbnqptxyu3TtFVXm1rN+59ew88fqHDzCYjbtcp1H5+uAaP/e+hgOtbls/C8BR9wvwLW07gne+EbfnOrnLsDmJcLnt/P077teXxmja8/HN9bVnV0oVfvrc/4HqM3aK7LT89WCU6Lgty4jEyVfkYQ4w/bT2Jf+45J7j2ccl57AtiXC7/ZwkqGrsE1841dekel+ebu/CrD0oCrsdGBNeWT208GnB9fKZD9yZz7ZYTeG93heDae7vPYtejRbrKA4Bf/mN/wHp5rKoVL9w8WVd5lc1duOftPfAPD2i3GHHTRfo2CBsPVuKJ/zsScH38EIduYX7t5hPYsFc4Lj/afz6otvyv90twvjlwXL50i762PF3XLjqG8pKjsOQSfe+e70434ObXvuP+nRRtxUW5CXjplskwm/QJeduP12LpW3vQ4ybIToiEs9eNmlYnjla1DTjBjoY7CQEHvZqbSVlxWDQ+HQYDUNvmRANvZ6aF7h43yhqYRWrpZUNxfQFjKHmypk13HU/WMt9NirbhgTnDMSMvMegyj1cz352YFYf75wxDtlcDxv6WHk546zN/bCrumZkHowFo7uxBXZtT4ZviOHvd3IJ/2/RsLJrAaMCOVbfKfU2hju3wECAhyorbpmdjolfTcDyIMo9WMd/NT4vBLdOykRprC7qeR6uYtpw1Mhm3TMuGwQDUtTkFGgMtdPe4UeZty1umZWPB2DQAvnGgh5M17QCYcXn3pUNRkBPvLVP/cx+vZsqclBWH+2YPw5C4CAC+saWrTG89r5qQjvvnDIPBADR19qC+XV9bdrp6OaHu3pl5+KlXA3Y8iDqyz5ccY8O9M/Mw1duWJ4Lon2Pe744f4sCSS3KR7tWABVMmOy7njErGrYWMkFTT6kSTznHZ5fLN8RunZmJufoqg7no4XtMGQoDEKCt+XpiN8UMcgrrrga3PuCGxWDwjh5vjwcwfts8XjE3jNug1rU40d+pry3ZnLyfULb1sKKdNDOY9caqWmTuZ8RH47aLRmDUyGQBQWteuu8zi0gbBv+vbXfjsUDUOVepfN9757ix63ARzRiXjk2WXYtpQ5h15JIgyLxRUsAsB7Mvu8Z+MwSu3TuFeJGV+O0i1nG3sBCFAjM2MRxeOxkPzRgEAKpq64Or1KHxbvo6Ts+Pw0PxRuOkixnPYf5erp8yrJ2Zgxfx8XDyMmQj+Gh09Zf7y8hF4dOFo7ohPbz3PNvja8slrxuHRhaOZ642d6HXrbUtmQZqSHYenrh2P27wvJ739zf/u9QWZePqn43HpcGbxKwtBW66YPwpP/3Q8MhzBjctyti3tZvzhunF4bNFo7rrbX32pktPexb0gJw6/vWoMd1waXFsyZV47KQMPL8jHjCDHJSEEZd56/vLyEVgxPz/oOc5+Lz7SgpULR2P5vJEAgPKGDt1tyY6VqTnxWLlwNG70zvFQtOXPpgzBqp+M5TaEeucjIYTr898syMfvrxuPtFhGWGQ3s1o54/1eXKQFz14/Eb+7aoy37h3wBNmWF+Um4A/XjecE0GDakh1/NxRk4YlrxvHaUp+Aw7QlU+aD80bid1eN4QRvvf1zxvu9xCgrHls0BsuvYMZlUG3pLXNKdjzuviwPV3k310G1pfe7Dy/Ix97fFnHH+GeCKJMdR/9x6VDE2i0Ync5o949UUcHuR0enqxdVLd0AgDyvOp1Vq5/WuSNhJ+vQ5CgYDAakxtoQaTXB7SGoaOoMqkz/OoZCGAlVmc2dLk6bNDREZbILANuW6bF22C1G9LhJwHGDWthj3TzvURT732AEWraeeclRgv+Gsi3ZMvUu+uxLPi+JacuMuAhYzUa43B6cb9LXluzzDU2KFtQ1GIHWN3/8ytT53I0dLrR298JgAHK8dka+MvXNcd9zM+VkOJi27HET3W3JCghcf4dwjoe6LQX1ZMelzj73b8vM+AiYjQY4ez2oau0Orszk0K+XvrWNaVO9Y72+3YU2JzMus/3Hpc4y/dehzPgIWExMW1a2BDvH/da2oDatzFgflhyFxGgb8tNiBL+lFbeH4GwD827NTWTqNyadMSc6wrNZHShQwS5IztQzgyE+0oK4SCsA34Kq/wUqnAgGgyHoCRuwqHgnV12bE23dPZrL83iIyEIVGiEsLdaOKBtj/hmsgOMv0BqNBm7ihupFwpZd1dKNTlev5vI8HsLtNP0FnGDHEL8tfRuOIIVkbzkmowG5iaxGVecmxm9zwP63sqUbXS635PekcHsIyr0LtH+ZwbZlhiOCM5xn7ct0l1kn7G+j0YCh7LgMUlj033Ccb+5Cd4++tjzj35bcJia4Og6J87VlqIVks8nICTrBrpd5fuvluaZOgaOCWphxKb4GB6v1zYyPgM3s35Z610vh5sBsMnImNkGvweym1TvmK3Wul4wGXVhmbpDPXdXSBZfbA4uJ2bAC4OzET9d36KrnhSTsgt0rr7yC3Nxc2O12FBYWYvfu3ZL3rl+/HgaDQfCx2/u30aL/ogL4Fj/9iwqrGfEZJ/te9HpfoO2CusXaLUiKtnl/T3s9q1q74exlJkJmfISg7NN17bqSkvtedry2DFL7WcZpMXxtGbzmSljP+Cgr4iIZ7y5W0NdCdWs3unrcMBsNyOLa0vfcetrytExb6n6B+gkjTJnesR5sWyYHtqWeMiubmQXaajZyCzT3Ag2yLdk+AYIXkn1CGH/dCLJMvz6Pj7RwXoe627LXry1DpUFPCmxLvWWytlp8Zw7fuNR7asKul0zdkqNtiLGZ4SHgNDtaON/UhR43EbRlsBpVsbUt2PeEvwad//+h6vNg18vaNic6XG6YjAZkJwiVCmd0Huezm8GshEiYjIwzVEqMHUnRNhASnB3khSCsgt0HH3yA5cuXY9WqVdi3bx8mTpyI+fPno7a2VvI7sbGxqKqq4j7l5eXhrGLQyE+u4HY4Q5PFXsray3T2ujn3bfEXvfYy2YUvOyGS80LKToiE0QB0uNy6nB38X/JMfYPUjIiWqV/AYdpSqMUQlqm9nux3shN9bclqFVu7e3U5O4g+d3JoFmiBgBOEMNLd4+aOw/NCNS6938lN9C3QuYlRMBiYttTj0OSvVQRCIIyEuMwulxuVfiYhAk1/qNoyidHeNHX26HJ2EN8Ih1aDzi/T3xteDfy2ZNcfg8HgG+s62rKUfU8kRnFtyda3ocOFlk7tpyb+pxEAT5MchrbUU2Zrdw8XDitUwjwryGfFR3BhTvgnWrqUCuxzJwq9k1mt3UCzswurYPf8889j6dKlWLJkCcaMGYO//OUviIyMxBtvvCH5HYPBgLS0NO6TmpoazioGjdxuXq8htP8xABDcC5TvQJAUbQ2op54yxXZ2VrORiw2nZ/E7zbPh4urofe6zDfqcHcQWv2B2oBWNnfAQINpmRnKMjbvOagj0aBbFBAe7xRSUgb7YGMrjdrX6nB3EFv1gFmjWGSPWbkZCFH9c6te2lPkdJQFMWwbjOFJWH1hmMHOc74whvuHQ399xkRbE89oyFJs3/nNHWs2cgb4eZwf/IzSmjkx/n2nQZ6Af6nHJan0cERbEezVLwZYpdhoRZTNznrF6NGyiGy2e5kprW/KPOIeJKBX0rOmsiUlyjE0QLzWYzbXYaUR2QiQMBqDNqW/zxh6T5/gLdpydHRXsAAAulwt79+5FUZEvno7RaERRURGKi4slv9fe3o6cnBxkZWXhmmuuweHDh8NVxZAgdrQwJE6/IXRLZw83MHOTAhe/YHberAMBV2YQNh5iAi0Q3OInVibr7NDrIZzWUS38thTbgeo5Ki/lLSqhakuxRZ//b31CcmBbcs4OvR5UanQcEXPGAIITHDiBKTlatC2DeW7+hoNfpp4+93cgAIKb43xnjNxEkXEZIkGeX2Ywm7e85NC1pb+DB+Bzduju0e7s0NThQrNX28Vvy1AIyXl+62UwTnFiGvRQ1VOqLas1tmVduzPAGUNYx9AIYUBwmkWxcRn85q3TW09hEGaqsfOjvr4ebrc7QOOWmpqK6upq0e+MGjUKb7zxBj7++GO888478Hg8uPjii3Hu3DnR+wHA6XSitbVV8Okr+K77/Bco3xC6VONkYHfBqbE2RNt88aNZIa9Wh7ODmNYKCM4eQ+pFonfx83gIt1Pmv5QFzg5BtGUUry35BvpajWLFFlP+v4PRVEoKIxrLZBxbAssUOjtoK5OtQ0BbBmGgL6apZOocAmEkRP0j5kAABDnHRZwxmDr62lKr44hYf/P/Hcwclx7r2soUtqWvnsE4O7B1yHDYEWH1tSU7d/Q4O4hpKpky9W+updpSb5lizhiAsC21zh+27fnOGADfcaRLe1uGeD4C0v0T3OmBvMbueHWb7jBEF4J+5RU7Y8YM3HHHHZg0aRJmzZqFDz/8EMnJyfjrX/8q+Z2nn34aDoeD+2RlZfVZfZs6ezjX/dxEiUGmdaGSGLSOCAt3jKrV4FRq0efvvLXaJYjtvJky9S1U1a3d6O7xwGz0OWP411PzQiVRx7hIK3fEorktlbRrOgz0xQzp/cvUglxb+saltjJ9mwPhGArGQF9qNx+M44iUJlmvE46YAwGL/jkuXscEvlG5xmNOMQ2toI7BaNADxrq+Oc61pcmIIf5zXKdWyNeWwnGZHM1sjPU4O0gJI6E41h4mOS61lXmuqRM9bgKb2chpqnxl6jNlEDOvAXyOI0RHWypuDsKwXurZCJc3shq7wDLtFiM6XW5O+BsIhE2wS0pKgslkQk1NjeB6TU0N0tLSVJVhsVgwefJknDp1SvKelStXoqWlhftUVFRI3htq2InDd91n0evKLjW5mGs6NVcSxwBZOp0dBM4YUguVzpd8dkIkLH4pYfROWJ/gIN2WevtHalFp7e5FkwZDaFevBxWNgRqhUNRRvC31vZSlxlAwBvpSbcl3HNHSlt09bi7WVsACrXPDIeZA4CtT57iUeNnxr4VKSGadHZo1OjvItaVeYYR9phyRtszTGT5GSnDgj0v9ZQrXDfbUpL7dhZYu9eNSzBmDRW8d+WPIGNCWwT23/zrEdxzR6owitbnWO8ddvR5UNLEOV+L9ozVIcVVrN1zeCA/pfrmFTUYD8tMG3nFs2AQ7q9WKgoICbN26lbvm8XiwdetWzJgxQ1UZbrcbBw8eRHq6dCJ0m82G2NhYwaevKJVYTAG+gKNxByoxuZhrwb2U/cu0mU26nB1YZ4xomxnJ0TbB39i20OrswIV4SQ7dc7PP5L9LZuqpb1frc/AQLip8ZwctWqGzXmeMKKtJ4IzB/w2tzg5S2humzNAu+vxr+jcxwjKFjiPq2/JMQ4eoMwa/jlqzZIg5Y/iXqf25pcvUI9jxTUL8y4y0mpGhIxsB25aOCEtAW+o10JeqI/+aXmExlEKy1IYj2mZGSoz2EFFSzhj8Op6p19aWUicH/Gt610uxdUPvuCyT0KhGWPWvl24PQZTVxDmesOidj6wgmMWL8MCHs7MbQA4UYT2KXb58OdatW4e///3vOHr0KO677z50dHRgyZIlAIA77rgDK1eu5O7/7//+b3zxxRc4ffo09u3bh9tuuw3l5eW4++67w1lN3cgtKnoNjGUnrI4jyZYuXz7LUC0C/AXAPwF6mk5nB1kthl7tp5zgHWRb5voZ2fJ/R8sL9DTPO9K/LYfER8Bq0u7sEOrnBuT7R0+ZfGcMfzMG/u9o0RBwz+3njAFAkCVDS1tKOWMA+m0gpZwSAH3aML5JSKjmD38M+bclm41Aq7ODlNaXX2/dmkqxTYyONVjKGSOgTA0bDv57wr8tsxIiYTYa0NXjRk2bjrYMoZCsRvDW8txsvDmjAVyQY9F6hmi9zNW54WAFb7H+BoDR6VRjJ+Cmm27CmjVr8Pjjj2PSpEkoKSnBpk2bOIeKs2fPoqqqiru/qakJS5cuxejRo7Fw4UK0trbi22+/xZgxY8JZTd3I75p80bXVGkLzszmEatckZfTuX6aWXZPUsQ/gNSrXYbAtdwStJ7MDIYGZMcTK1KTFkHDdZwmmf/w1gABzDJCjw9lByhmDX8fKFvXODnxnDDFhRE9/i2UZ4aNHaJLTdvMdR7QkH5efj9qdHaScMVh8R5Ja6ihtEsLUU8ccl2lLQTYCDcKD/GkEc02Ls4PHQzgHqWEhMl2Rcsbwlak9+LyYgx2LhdeWWgQxKRtn/u9oactetwdnJezMmDK1n5qwz5OVEMnFm+MTzHoptrbp9Qhm13UpwW4ghjwJu/PEAw88gPLycjidTuzatQuFhYXc37Zv347169dz/167di13b3V1NTZu3IjJkyeHu4q6kVv0E3RE0K9pYzIQmIwG7oiUD1/VrNbgVO7Yx79MtagtU9NCJSMs8p0d1NZTkM1BbLeow0Bf7jgS0KchkBM++de1ODvIlZkQZUWsnTGELldpCC3njCGoow6NkNjcEZSpoy2l+keXdlrCgQAQOo6odXbgOxD4O2PoraOcSQhzXf9LWblMPUJy4Es5Ocbn7MDanCpR2dLF2Ub5O2MA+kw45DSATJk6tEwqx6WWMqWOOAGh44jatjzf3CXpjAHoW9PVr22hmY8Wky+OqhY7O3ajJXYKAwD5aTEwGBgNpJ7A+xeCfuUVO5Dg7xbFtC2A9kWaHeBiRu8AE1vIaADanb2oa1c3wMTSQAnrqN1oWfWEVVkmP5uDmD0coH3HqNSW/GwEao135XbegF4NgYKAo1FzxXfGEGtLxhBaWzBlOWcMQJ+BfqjHkKBMyf7RNobkHAgAfY4jbH+LORAAPq1BKNtSj/ZTTkPLL1PtusHPMqLUlmqP333OGFHibekdl1qcHeQ06IC+Y045LRO/TLUCjliWET4CxxGVZco5YwC+Y04tWTIUFQDJ2tdLOWUK/7e0BM9W0thF2cxcaKOBchxLBTudKO0WAe12CXJ2TADj7JAZr01tL5a6iA87QbQ4O7CTa5jEoq/1ZVch40AQUKaOhUoMfkBLtQKOUpl6nB2UNCPDNArecs4YvjK1vZSVnluPgb6iMMIKYRoyO8jZCDFlahuXcs4YXJkahaYyhc1BhNWkvS0VtJ/851Zre6TcP9oEBzbLSIzdjESJttQsJCvMnRi7hXN2UKvB0SIka9X0S5epTfvJaof9s4zw0aoFVGpLgeOISqFJTkML6FwvJZzXWFjhTO17gh/qREqwA4CxQxwAgIPnmlWVe6Ghgp1O2IkgtVsEtEfXVjpKAvRrAaUWfb6zQ4UKZwehA4G8lkn1bpF3/OFvEMuVqXGhUlpMAe1aB6Wd9xCvUblaZwepPIp8tGrs5IyLuTI1v0DlhRFd9VTYeWt1HGnqcHGaV0UNgdr5yDvukmpLdq6qtdtTGkOA0ExAW5kSbRnHjEtnr4fTQMrBb0up4ynN6xAvXaDiuNS6XsqNS73CokSZbJL4rh43alqVT00aec4YodJOq1nbtLel/KYI0O44IndsCmhfL5Wc1wBfv6k1jeCHOsmIs0veNzGTEexKKppVlXuhCbtg98orryA3Nxd2ux2FhYXYvXu37P0bNmxAfn4+7HY7xo8fj08//TTcVdSFlsmlftcUmD9Sqkw1i4CSAwEgzOygZsKy5aXECDNj8GEncnVrNzqcys4OPhsU6ZedVtuWcLal1IuEcXZQX6aSMwa/jmozO2gRHLS/SGTK1GCgL5UZgw/fcURNPVktQrrDjkir+LjU2pZKtlFMmdqOd9WUqcU2zK3CJETg7KCiTLaOsm2p0UDfJ8jLzHG9mwM1mze147JBvkyBs4Oq9VLeGYNfx4om5hRICSXNNL/M0AqL6hUVPQrOGID29ZL/7pFcLxO1vSfKvfdJhTphmZwdB4AR7LQGVL4QhFWw++CDD7B8+XKsWrUK+/btw8SJEzF//nzU1taK3v/tt9/illtuwV133YX9+/fj2muvxbXXXotDhw6Fs5q60KJdU2ugr0nLpGJy1bQ6ZZ0x9JSpZmcXF2nljq7U7JzkvItZOGEkhG2pZVdb0+pEp8vblvEybalBwFFTx8QoK2I0ODtoHZdq0LLoq1mg+c4YWRJmDPzfU7XoqxhDrOMIoHJcahlDIdIIaS1TLpuDsEz1/aPmubUa6Csd9QE+wVStzZXS5oD/e2pe9HzzmkyZOa7Ffk1Nf6fE2BBlNcHtIZwwJFumgikMwG9L7dpp6TLVt+W5pi70egjsFiPSYqU1YVrWSy0nBxWN6kyLyhRCnbCMzXDAbDSgvt2lOWf5hSCsgt3zzz+PpUuXYsmSJRgzZgz+8pe/IDIyEm+88Ybo/S+++CIWLFiAFStWYPTo0XjyyScxZcoUvPzyy+Gspi6U7I74f1NjoC8XUZuPlsWPnQhSRu/+ZWp5gcotAIDGl7KKIxW+s0OjglE5vy3lFj8tzg7sPVnxEaKu+1yZGnbKpQpHFQBjCK3FBkfpiBPwPXeTCgN9QWYMmTK1aAg4Z4xE+V2yliNJufAPLHzHETXCvBatrxpnB74zhqzgraMtpZwxWIbp2LzJ9bdWZwc1wqIWZ4fuHl72mxBpP5WcMVj0rG3K4zK0Zfra0olWhdziSs4YLFo2wuwYyk0Ud8bgytT13NJrenqsHTazET1uwjnryMFulpUEO7vFxMWzGwjHsWET7FwuF/bu3YuioiLfjxmNKCoqQnFxseh3iouLBfcDwPz58yXvv5AoeY0B2rIRVDQxBqSRIhG1+bATQY2zg5qjCkDbQqW1TFW7WhULFd/ZQame/LZMkXAgAHxCnxrjXTWLKaBtV3uhyoy0mrnUOUqG0HxnDLm21GKgr3YMhaMttTiOqClTi7MD60Ag54wBaGtLtc+tTxiR37zpEebl6hljt3AOP0rODmcbvc4YNjOXQ1sMvuCgpOlXPR91PLfcZp35TfWbN61tqSSIseXJOWMA2hxH2HVfbmMNaJvjvjKln1toWqS+f6Rs9vhMyooDECjY1bR2q44J2leETbCrr6+H2+3mghGzpKamorq6WvQ71dXVmu4HAKfTidbWVsEn3AhypaoVcBQGGf+oQsq4GPDtSNRkdlC96GvYzas5UgHUL35qHAj8y1Sqp9q2zIhTb6CvXlOpRUOgvDlgylT33G3dPVycJSnHFv8ylRZ9Nc4YgDYDfTU2QoC2EDdqXyRq21KNMwZXpkrNoq8tpZ0xACAzPlJ7W8q87ACN2mkVmmR+mUpjiJ9lJFQCKFdHhXGZFc9oMjtdys4Omp9bw7hU3T8KbdmokBmDj1ovcLXvCb7jiFIAYDWbdebvGua4yjJZIU1NmeUqj2IBn2D3g59gt/rfh3HR77dg44GqwC9dIAa8V+zTTz8Nh8PBfbKyssL+m40dLgxLjkZilFV2twioXwTU2K4BbGYHjRNWYVFR6+wgcMZQWaaSQMu+FOQcCFjUCslq21KLgb7W3bySgT4/j2KoXnbs35OibYhV3ZbyL3q12hstBvpqy1Tr7ODxEM5mTq0QpqQZUeOM4V9PRWFEpaZSi1G5ag065+zQJevswM9+E+pxKZVlhM8wlUKy2jpazUbOjlNprKsVHFjt29nGTllnBzXOGL4yta1tcs4YXJkqvf7LFEKIsFg0ZBxRu7apXS+Vst/wYdcVJa2vx0NUH8UCwCSvA8XB8y3o8Z6WNXa4sOVoDdq6e2VNF/qasAl2SUlJMJlMqKmpEVyvqalBWlqa6HfS0tI03Q8AK1euREtLC/epqKgIvvIKpDsisGX5LHz/WJHsbhFQ75Wlxujdv0ylEAtqNSNqnR34zhhiuf/4+FLvyDs7qF2gAf4OVGVbKiwA/N9V1Lao7B+1zg5KeRT5qNV+qrFVZNG8OVA1LtXtvtXWU21bKmXG4KNVI6RuXGp8bhVlau0fpbGeHG1DjI1py7MybVnV2g0n50Ag35Zq7X21tKX6Ew5lxwmunqrHpTrBITXWhkivs0NFk3RbCmKdimQZEdZRq6YyDGubinVDvQCqTgEQnjmuLg1jNW+sy4U64cpNjEKs3QxnrwfHq9sAAB/tP48eN8G4IbGcDV5/IGyCndVqRUFBAbZu3cpd83g82Lp1K2bMmCH6nRkzZgjuB4DNmzdL3g8ANpsNsbGxgk9fIWcUyqL9aEH9hJUrU60zhpYy2QVcyRkDYIy5WWeHBhmjcrUCEwCf4bvatlRVpvJz8133lfrHYDCoEkCV8ijyYXeTzDGMTFtqeG61MRZ9HngaFn2ZMgXOGAr11NqWSs4YgHrHEbVaX0C9Abjalx2gri2Vsjnw4Rvoy73w+BlblNpSrbODtg2HNiFZTVuqOTLWYl4jyDgiUybfGUO5LZny6tqcaJNxdtCy0VLblnoEb7kyO5y93FFtOOa40ruH09gp2A9zTlwqxjrAvO8neo9j93uPYzfsPQcAuKEg/CeFWgjrUezy5cuxbt06/P3vf8fRo0dx3333oaOjA0uWLAEA3HHHHVi5ciV3/3/9139h06ZN+J//+R8cO3YMq1evxp49e/DAAw+Es5phRW107VBPWLXOGL4ylV8kWhYAtc4OalzYWdgFQKkt1R6pAOoyO1Q0Mr8XYdHYlnIvUA0CbZTNzIUMkCtTy3MP5dpS3kA/1NqWs40dipkx+LCCtHxbqjtKAoSOI6r6R8VGS62zg1oNOv8euTqqyeYgWqbcHFcRQoRFbWYHbWubry3VaPq1aD9VtaWCM4ZYPaXQMndi7RYkRdtCWqYaZwdCiLZxqeIEihWomHzpGsalCqWCmjnObjjOK5gd+NZL5TJZJrMOFGebceh8C45WtcJqMuKaSRmqy+gLwirY3XTTTVizZg0ef/xxTJo0CSUlJdi0aRPnIHH27FlUVfkMDi+++GL84x//wGuvvYaJEyfiX//6Fz766COMGzcunNUMK2oi6Ld196BWpdE7oG5R4ds4KB0Xqy5TwwIN8BYWFbtaNZMrI44JNaLUlqwDgardvAptC/+51bRlngptmJoYXIJ6qtIQqF+gM+MjYDYa0N3jQZWEITTfsUXbuFTeeSs5YwSUKSuMqNcICeup/AJVIziocRzR4owB8I8PpdtSTTYHPlr6J6RtqaF/shOUnR1aOnu4UwBtJhwqBCaV49J3JCnXP+rHkNp6atFU8h1HaiWS1zd19qC1m7GrDpXGTovwCfDGugqlgpoxpDbGou8dqewRyzKJC1TchH95tXVXjElVJcD2JWF3nnjggQdQXl4Op9OJXbt2obCwkPvb9u3bsX79esH9N9xwA44fPw6n04lDhw5h4cKF4a5iWOEb6EvtSM7UM4MvKdoKR4RFsUz2WKyqpRudLnFnBzVxvcTKVKfF0LZQSZWpJjMGH5PRgFzVbansQMD/XTnjXbWebf5lqn2RqEHJBofvjKFGy2Q2GZGdKG8IzWph1LYl+7tyBvpqwz+waNF+qh3rSgKOFmcMgGlLJWcHLc4Y/N+Va0stGlpAna2ZZmFEQYOjJssIHzXODuz11FibojMGU0efs0OPRIgorc+tJpKA9v6RL5PvjDFMY1tK2WOzfTMkLgJ2i7wzBuAz4ZDLkqF3Pqo5jVDTPwaDgdPahXJzDQATM+MAMLEbP9zHCHbXT81U/f2+YsB7xQ4EfFoH+YVK7USIi7QiPpJ50Uq+SLQuVCqcHXRPWInnrm3zZXNQciDwL1OpLdU+txrjXc7OTLPgELoXqFKZdRqcMVjyFGJnaa1jUrRV0UBfvxAWeg2B1KJfpcFQW2091XoJsvDbUmpcahHkAY0aoRC9lNVmGRErU2ltU1vH1FgbIixeZwcJDY7Wl7wahxktGnT+fVJlCpwxQtSWWudOSoyy40g45rj2tlS2s9NaTwBIjLZx62trdy9SY22YOSJZ9ff7CirY9QFKdkJatRiA+gmrdtHnOzuIZXYQOBCo1bYoaAjYXaRSNgdBmQoLqtaFSk1mB25R0aixk3J2EDpjaNzNS7Ylc12NM4bWMtXWkW+gL5WNQO9Rn1RbMkbvGttSpRCmxhnDv0wpYVHrS0Tg7CDVlhrLZI/TpZwd+G2pWpOsMB85A3UNbenbZCqslyrXNoGzg9K6ofK52basbXOiXSREFD8zhtp6KoUgYuuolBmDj9Ixp9YxxG9LpXGpddMqNcd1taVCGCuBc6HGMCVsPDsA+OmUTNV90ZdQwa4PUHqRaF1UAPWLn9oJy3d2EHvRn23U5owB+J67XMLZQc+OSel4V4sNiuYyVQq0Ss4ObB7FCIsJqTHKbvb83y6rbxc10NfTlkoLdDD9IznWNZbJb0uxMiu8mTGibWYkR6sbl/yXvHhbqjfU9i9Tagxp1cozvx9azVW0zcw5O4iVebZBR1sqGOhrfckDyhsOPWUqCclatdOOCAvnZCG2BqvNjMGHL4SJtWUwc1xpE6NFuJEzZeA7Y6gVwpTmuJ62VLKdVpudSAy+YHdDQf87hgXCKNg1Njbi1ltvRWxsLOLi4nDXXXehvV0+ns7s2bNhMBgEn1/84hfhqmKfoXZR0bToyyx+Wp0x/MsUW6i0OmMAPGcHt7izg69M9S9QJTsUrQs08/vSZbY7ezkjbl0LqkiZ7MKXmySfR5FPFs/ZQSzqezDCiLTgoF0YkUuNpCXLiFg9xfpHbZYRPpnxPmcHMccRrZpK5l55ra/azBh85NpSSzYHYT2lX8p8Jwe1bamU2UGLxyVXxxAfHwLyqeS0OmOwyGnYtDpjAIwJhdEAdLjcnAMYHz1rm/pNq56xHlhmQ4cLbd29MBjA2ZarQX6O+yInqG1LNkQUa3Ptj573GcvsUcmwmo2Ym5+iWnjta8Im2N166604fPgwNm/ejE8++QRfffUV7rnnHsXvLV26FFVVVdzn2WefDVcV+wx2clW2BBro8x0IQjVhtTpjqClTzwLAd3YQM97Vo10bqrYtde1AxdqSuaa1LeV2jHr6W+DsINc/OjSV55o6Awz0hc4Y2jUjcm2pJsuI2jL1jEt+lgwx+89gNCNizg5anTG4MmU2MWwd1WRzENZTWtOv57mVnB20HpsCvucWc3bweAg3jvS0pZhAyzokqHXG4MqUWTd0t2WCtHOYVu9vQLktfZkxNGyuZYQw9rkzHOqcMfzrKdaWp/WMIW8dq1vFHQz19A9LXnI0ih+5HK/cOkXzd/uKsAh2R48exaZNm/C3v/0NhYWFuPTSS/HSSy/h/fffR2Vlpex3IyMjkZaWxn36MuBwuEiIsiLWa6Dvb8xZ187YaBgN4F7cauAmgoizg55jH/79srt53WVKT1i1TgmAsC39jcrr2nxtmaXSgUBtHbW2pZzWIdgyZRd9DWUmx0iHBRBmxtCx4VDQrmlBti11CJ9MHaS1DnoWfTnHES1R8/moee6QjiEd2jX+/aFqy9QYu6SzQ01bN7p63IwzhqY5Ltff+p5bTnPFaZk06+5xqgAAFoZJREFUCEz8OshprrSccMi15flmxhnDajKqdsYQ1FGsLXXOx1CPdb6DoZjWTu/7jCUx2qZJcO1rwiLYFRcXIy4uDlOnTuWuFRUVwWg0YteuXbLffffdd5GUlIRx48Zh5cqV6OyUjkMzUGAMocV3yuygzYyPhM2sfqDkJkZJOjvoccYAfM4OsotKiF6gfAcCLWUK2tJPAGUnq9a2lDPe1erNyCKX9k3v4iflZdzj9nDChJZ68g2h/Z0dtGTGEKtjQ4cLLd64bVyZOhdTObMDvTtvqSN9Pc4YgLzjiJbMGHxyZdpSj4YWCL0QBkgb6GvJMsKHnw/bv3/4mTGUMhDwYcuraQ10dvAJDqETwvT2j5SnupYsI3zkcouz/85JjNTkAMA+k1iWjHDOcb3rpaww34/yu4aSsAh21dXVSElJEVwzm81ISEhAdXW15Pd+/vOf45133sG2bduwcuVKvP3227jttttkf8vpdKK1tVXw6Y9I7ZT1LqZyzg56nDH4dRRzdtArLErFXxNkc1DpQMAyTEIY0duWcsa7WiLx8+G72/sb6OvVqEppCPjOGOxzqK+n/KKvpy1Z55qyhtCUKec4clrvJkbiufU4ELBIaR302D8CTB2U2lLvC1TM2UH3hlCqLTVmGRGUKbFulOocQ3xnB/8sGVrS5vHh97d0W2oc6xLPrceBwL/MACFZZ1vys2T4a8P0a31l5rjOMtmNkVjIE60OcQMNTYLdI488EuDc4P85duyY7srcc889mD9/PsaPH49bb70Vb731Fv73f/8XpaWlkt95+umn4XA4uE9WVv/K2cYidUQV3Fk/exwbmjKlnB3anb26nDEA5efW4kDAIvUi0ZKeTKpMqXpqLTNTwtmhQ6czBv9+KcEhqLYMeG59i6mwnkKtg9ok6/5ItaUwM4b6YzmAv9ES1/rqMaqWcnbQYxvlK1NcS6u3zCyJzA4tXT2ob/c6EOgUcKQ2mHnJ0ZrbUnIjrFODzv9OqMrMTmScHdqdvahr57UlzxlD93op2Zbax6WiUkHHuJSaP74yQzPHtWZs4TM0UXxNF6zBiVRjhwcffBBHjx6V/eTl5SEtLQ21tbWC7/b29qKxsRFpaWmqf4/NUnHq1CnJe1auXImWlhbuU1FRoeWR+gwp412ft1xoFiq9zhiAdGYHvQ4E/Dr6Z3bQaxsFSO9q9T63VJkCBwKNZVp4Bvr8Mtn/V5tHkQ9bh4rGTkHUdy3prwLKlGhLrXEQ+YgZ6PPbUusCLdmW3vJSNDpjAL7+9nd2CGajpTQu9QkjgVpardkc+PDbkv9SZstP8dpdaqqjhIF+cM8tvznQI4yIbWK0Zr/hYzObkBkfmL2FnxlDc1t663C2oRO9vLbUq+Xnf0dywxFUmb7ndnsIZ/esa70UcQ5j65ihMmOLoI7J4ho7tvzEKCsckdrWjYGCJsEuOTkZ+fn5sh+r1YoZM2agubkZe/fu5b775ZdfwuPxCFKKKVFSUgIASE9Pl7zHZrMhNjZW8OmPSO4WdS7Q/DL5E1avM0ZAPXkaglKdqnDA5+wACCdYqBcVfpl62lLsGK2+3YU2J+O6r6ctxdItBSN8JsfYEGU1wUOYYy4Wvc4YTD3Y4NniO2899WQ3KaW8tqzVkRlDUE8RG5xgBAc2n6S/s0MwGiEp7bReRwdBmbzn1uuMwSI2f4LR0KbFihvoB+t5CMho0HWtl4FjvbpVnzOGr8zQjku2LXs9hAugC0BXaCgWKRMOrfHm+Igd71Y2d8Hl9sBqNiIjTvu4FBvrem27AV/Ik1ButAYKYbGxGz16NBYsWIClS5di9+7d2LlzJx544AHcfPPNyMjIAACcP38e+fn52L17NwCgtLQUTz75JPbu3YszZ87g3//+N+644w7MnDkTEyZMCEc1+xR2EDV39qDJq6bv1elAwCK2+Ol1xvAvU0zLpGcxFWR2qAvNi0TM2aGX70Cgqy2lF+jM+AhdbSm26Afzkue3Jb/P9TpjAL4jTH42AoFjSzCCt8i41OqM4V8mX0gO5oiTaUuR/uGOi/U/N9/ZQa8zBouYuQU7LrU6EHBligigwYwhqcwOQR1Be1/K/MwOwWQL4H9HTOurty3FhWT9QpjRaOCOb8tENKq6NJXetuQ7juh1xmAR2wiz/Z2r0RmDq6fIHA9OkPe9J/jOR1SwC4J3330X+fn5mDt3LhYuXIhLL70Ur732Gvf3np4eHD9+nPN6tVqt2LJlC+bNm4f8/Hw8+OCD+NnPfob/+7//C1cV+5RIqxnpDmE2gnNNXehxE9gtRqRrNHoHxJ0dgh20sguVTg8isZ1YMPUUa8sKrwOB3rYUM97VG7IgsEwRgVZnW8q/SLSXGWO3cIbtZ3jjkm1Lrc4Y/nVkjcqDH5fSG45gx/ppEaFJT5+LOY7oyYwhVkd+WwYjMAHiR8alQTw3v0yxTaaeMh2RFiRGCZ0d+NlvtGYLYOrhE5L921LvGBLzrg42lIao4B1EmVJtSQgQYzdzf9NURxEnHL1ODixiczyYjXAUP9NKQ+jeZwOBsAl2CQkJ+Mc//oG2tja0tLTgjTfeQHS0b4Ln5uaCEILZs2cDALKysrBjxw40NDSgu7sbJ0+exLPPPttvj1b14L8j4RwIErUbvQNeZweT0Nkh2Jed3KISqhcoP5uDfqFJqMngHAh0tqWY8W44hWS9i75/mR3OXq6+wfY5WyY/XpaetsxKiITZaEBXj89AP3ghWe74MNgymXL4DgRanTGkytSTGYMP6+zQ1ePm+jn4F6i05irodcNbZjCOLf71ZMvkz0c9bZntzYfd5uzl+jn49TLQYSYY+2F+Xdi66c2MIVbmaW6O+9YhvePS33EkWE9TUY1qsJsY73PzPaGDFbwHAjRXbB/iP3CD3XmbjAYubYv/hNXjjAH4JgKb2SEYBwKuTD/HEXaSBWO86r/4BbuYihnoB9s/bB9UNDKZHQghuqKo8/E/PmTtFvU4YwSU6bfh0NvfFpHMDsHuksXaMpjjQyBwDOnNjCEsU2h2EKzgIBiXAWXqHEPe77HODgIHgqDbUjjHg2nLwHGp3yYMYJ0dIrxl+bVlkNrPs42Ms4PezBh8/LWAfGcMLZkxxMtsF5QZTFtyWTL8xmWwmkrWOcytMzMGH3+Bllk3gtsQDgT0jRKKLtiBVFLRjO/PNGLPmUbvdf07h7zkKJysbce2Y7UwGQw4Vt0q+C2tJEQxnq8tXT34d0klYiPMaAvCGYOpC/N8pXUd+La0HrvLQvHczPPtr2jC92casbe8KQRlRuF0fQd2nqpHtM2MEzVtQZXJOjt0uNzYfrwOsXYLl0dRjwMB4FvgSmvbcbiyBTtP1Xuv639u9vl+ONeCg+dasP9ss+C63jJP13fg61P1sFlMOO5tS7315LflZwerEen9f5PRgKx4fW3J5m09VduOnafq8d3phqDqyJTJfHdPeRO+Oekb63qFT4Bpy7L6Dmw7XgsYgBPVwY3L1FgbIq0mdLrc2HSoGhEWE7p6gmvLPK4tO/BDRTO+8Y7L4MYQU+aBcy04dL4FJRXNQZeZlxSNisYuFJc2IMpm4ua4XsEhPdYOm9kIZ68H24/XwWI2+tpS5xxnn+9kbTv2escR/7q+Mpnn23e2GbtON2BfCNbLoUlRKG/oxJYjNejuceM4Oy51jnX+HP/HrnLYLSYmM4ZZW2YM/zoCvo1GY4cLrTpy2Q40qGDXh7AvjG9LG/BtaTF3PZidA/PdGqz/9gzWf3vGd13n5GINoUsqmvGb/3eAu67XGYOpI1OXlq4e/HzdroDremDbcuepBuw8Faq2ZMr88/ZS/Hl7acB1rbDZCA6db8W9b/s8xIfEacujyIc91mrocGHRn74Juo7Md5k223GiDjtO1IWoTOa7r24vxashbstffVDCXc+Kj9DljAH4Yow1dfbg1r+FZlwOFczxhpCUmZcUhS8BrPu6DOu+LvNdD3KOH65sxS/f289dD6Yt2eerb3fimld2CuquF7bML4/V4stjvvBZwZa540Qd1m45gbVbTvjK1NmWbGaHY9VtuPutPdx1vc4YgE/IrG934mevfsure/Br21cn6vBVCOf49uN1+Ns3ZfjbN2WC63pgncMOnm/B6v87wl3X64wBgOeIItQqas1lO9Cggl0fMj0vEZeNSEJFY6c3oDOTy69odIrylyW4viAT+8qb0MpL7TJtaAIyHNqN3ll+MSsPL287hV43YxRrNBhw58W5usuLtJpx/5xh2HykhrsWYTXj54XZusucnpeImSOTcY4XXiEpxoa5+frb8trJQ/D1yXq0dftSDhUOTcAQHa77LHfMyMWLW06i18PEpDIaDFhyyVDd5cXYLbi1MFvQlpFWE346JVN3mRcPS8S03ATOexMAUmLtmBNEW/50Sia+LW0QpG+anpfAOb3oYellefjztlK4CTsugbsu1d+W0TYz/nP2MIHQEGE1BTUuLxmehKLRqYK2TA2yLW+YmoV9Z5sEbTkjLxGpOhxbWO6+bCjTll5HIYMBuOvSPN3lOSIsuGNGDrYe9bVlpNWEG6bqH5eXDE9EQU68oC3TYu2YNTJZd5nXTh6Cr07WoZ03xy8ZnqTLGYPlzotz8fK2U5zTldFowH9ckqu7PEekBYtn5ODL47UwgHlPRFrNQbXlZSOScNmIJEHg+XRHBGaN0t+WN12UhUPnW9DudMMAZgxdOjyJy0qhh+XzRuKNb8rg9B7FEkKCWi/ZTUBpXTv+sqMU5Q3BmW8MFAzEPxfKAKe1tRUOhwMtLS2DyvGCQqFQKBSKepy9bkx84gt093gE12+fnoMnrx13gWqlDy2yDdXYUSgUCoVCGXTYzCa8vvgi7DhRh/o2J+ranehxe3DLNP1a+YHAoBPsWAVka2vrBa4JhUKhUCiUC8n4FCvGpwwJuD7QZAS2vmoOWQedYNfWxnjmZGVlXeCaUCgUCoVCoYSOtrY2OBwO2XsGnY2dx+NBZWUlYmJidAVeVEtrayuysrJQUVFBbfn6IbR/+i+0b/o3tH/6N7R/+jfh6h9CCNra2pCRkQGjUd7jetBp7IxGIzIz9XsPaSU2NpZOrn4M7Z/+C+2b/g3tn/4N7Z/+TTj6R0lTx0IzT1AoFAqFQqEMEqhgR6FQKBQKhTJIoIKdTmw2G1atWgWbTX8wRkr4oP3Tf6F907+h/dO/of3Tv+kP/TPonCcoFAqFQqFQfqxQjR2FQqFQKBTKIIEKdhQKhUKhUCiDBCrYUSgUCoVCoQwSqGBHoVAoFAqFMkiggh2PV155Bbm5ubDb7SgsLMTu3btl79+wYQPy8/Nht9sxfvx4fPrpp4K/E0Lw+OOPIz09HRERESgqKsLJkyfD+QiDllD3zYcffoh58+YhMTERBoMBJSUlYaz94CeU/dPT04OHH34Y48ePR1RUFDIyMnDHHXegsrIy3I8xaAn1/Fm9ejXy8/MRFRWF+Ph4FBUVYdeuXeF8hEFNqPuHzy9+8QsYDAa88MILIa71j4NQ982dd94Jg8Eg+CxYsCC0lSYUQggh77//PrFareSNN94ghw8fJkuXLiVxcXGkpqZG9P6dO3cSk8lEnn32WXLkyBHy29/+llgsFnLw4EHunj/+8Y/E4XCQjz76iPzwww/k6quvJkOHDiVdXV199ViDgnD0zVtvvUWeeOIJsm7dOgKA7N+/v4+eZvAR6v5pbm4mRUVF5IMPPiDHjh0jxcXFZNq0aaSgoKAvH2vQEI758+6775LNmzeT0tJScujQIXLXXXeR2NhYUltb21ePNWgIR/+wfPjhh2TixIkkIyODrF27NsxPMvgIR98sXryYLFiwgFRVVXGfxsbGkNabCnZepk2bRu6//37u3263m2RkZJCnn35a9P4bb7yRLFq0SHCtsLCQ3HvvvYQQQjweD0lLSyPPPfcc9/fm5mZis9nIe++9F4YnGLyEum/4lJWVUcEuSMLZPyy7d+8mAEh5eXloKv0joi/6p6WlhQAgW7ZsCU2lf0SEq3/OnTtHhgwZQg4dOkRycnKoYKeDcPTN4sWLyTXXXBOW+rLQo1gALpcLe/fuRVFREXfNaDSiqKgIxcXFot8pLi4W3A8A8+fP5+4vKytDdXW14B6Hw4HCwkLJMimBhKNvKKGjr/qnpaUFBoMBcXFxIan3j4W+6B+Xy4XXXnsNDocDEydODF3lfwSEq388Hg9uv/12rFixAmPHjg1P5Qc54Zw727dvR0pKCkaNGoX77rsPDQ0NIa07FewA1NfXw+12IzU1VXA9NTUV1dXVot+prq6WvZ/9r5YyKYGEo28ooaMv+qe7uxsPP/wwbrnlFpr0XCPh7J9PPvkE0dHRsNvtWLt2LTZv3oykpKTQPsAgJ1z988wzz8BsNmPZsmWhr/SPhHD1zYIFC/DWW29h69ateOaZZ7Bjxw5ceeWVcLvdIau7OWQlUSgUSojp6enBjTfeCEIIXn311QtdHQqPOXPmoKSkBPX19Vi3bh1uvPFG7Nq1CykpKRe6aj9q9u7dixdffBH79u2DwWC40NWh+HHzzTdz/z9+/HhMmDABw4YNw/bt2zF37tyQ/AbV2AFISkqCyWRCTU2N4HpNTQ3S0tJEv5OWliZ7P/tfLWVSAglH31BCRzj7hxXqysvLsXnzZqqt00E4+ycqKgrDhw/H9OnT8frrr8NsNuP1118P7QMMcsLRP19//TVqa2uRnZ0Ns9kMs9mM8vJyPPjgg8jNzQ3LcwxG+urdk5eXh6SkJJw6dSr4Snuhgh0Aq9WKgoICbN26lbvm8XiwdetWzJgxQ/Q7M2bMENwPAJs3b+buHzp0KNLS0gT3tLa2YteuXZJlUgIJR99QQke4+ocV6k6ePIktW7YgMTExPA8wyOnL+ePxeOB0OoOv9I+IcPTP7bffjgMHDqCkpIT7ZGRkYMWKFfj888/D9zCDjL6aO+fOnUNDQwPS09NDU3GAhjthef/994nNZiPr168nR44cIffccw+Ji4sj1dXVhBBCbr/9dvLII49w9+/cuZOYzWayZs0acvToUbJq1SrRcCdxcXHk448/JgcOHCDXXHMNDXeig3D0TUNDA9m/fz/ZuHEjAUDef/99sn//flJVVdXnzzfQCXX/uFwucvXVV5PMzExSUlIiCAvgdDovyDMOZELdP+3t7WTlypWkuLiYnDlzhuzZs4csWbKE2Gw2cujQoQvyjAOZcKxv/lCvWH2Eum/a2trIQw89RIqLi0lZWRnZsmULmTJlChkxYgTp7u4OWb2pYMfjpZdeItnZ2cRqtZJp06aR7777jvvbrFmzyOLFiwX3//Of/yQjR44kVquVjB07lmzcuFHwd4/HQ373u9+R1NRUYrPZyNy5c8nx48f74lEGHaHumzfffJMACPisWrWqD55m8BHK/mFD0Ih9tm3b1kdPNLgIZf90dXWR6667jmRkZBCr1UrS09PJ1VdfTXbv3t1XjzPoCPX65g8V7PQTyr7p7Owk8+bNI8nJycRisZCcnByydOlSTlAMFQZCCAmd/o9CoVAoFAqFcqGgNnYUCoVCoVAogwQq2FEoFAqFQqEMEqhgR6FQKBQKhTJIoIIdhUKhUCgUyiCBCnYUCoVCoVAogwQq2FEoFAqFQqEMEqhgR6FQKBQKhTJIoIIdhUKhUCgUyiCBCnYUCoVCoVAogwQq2FEoFAqFQqEMEqhgR6FQKBQKhTJIoIIdhUKhUCgUyiDh/wPibYYKFIPIVwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pt\n",
    "import scipy.signal as sc\n",
    "\n",
    "fs = 3000\n",
    "t = np.arange(0, 0.05, (1/fs))\n",
    "s1 = np.sin(2*np.pi*50*t) #low frequency noise\n",
    "s2 = np.sin(2*np.pi*500*t) #high frequency signal\n",
    "sum1 = s1+s2  #noisy signal\n",
    "\n",
    "fc = 250\n",
    "b, a = sc.butter(2, fc/(fs/2), 'highpass')\n",
    "y = sc.filtfilt(b, a, sum1)\n",
    "\n",
    "pt.subplot(4, 1, 1)\n",
    "pt.plot(t,s1)\n",
    "pt.title('low frequency noise')\n",
    "pt.subplot(4, 1, 2)\n",
    "pt.plot(t,s2)\n",
    "pt.title('high frequency wave')\n",
    "pt.subplot(4, 1, 3)\n",
    "pt.plot(t,sum1)\n",
    "pt.title('noisy signal')\n",
    "pt.subplot(4, 1, 4)\n",
    "pt.plot(t,y)\n",
    "pt.title('filtered output')\n",
    "pt.tight_layout()\n",
    "pt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "LOW PASS FILTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pt\n",
    "import scipy.signal as sc\n",
    "\n",
    "fs = 3000\n",
    "t = np.arange(0, 0.05, (1/fs))\n",
    "s1 = np.sin(2*np.pi*50*t) #low frequency signal\n",
    "s2 = np.sin(2*np.pi*500*t) #high frequency noise\n",
    "sum1 = s1+s2  #noisy signal\n",
    "\n",
    "fc = 250\n",
    "b, a = sc.butter(5, fc/(fs/2), 'lowpass')\n",
    "y = sc.filtfilt(b, a, sum1)\n",
    "\n",
    "pt.subplot(4, 1, 1)\n",
    "pt.plot(t,s1)\n",
    "pt.title('low frequency wave')\n",
    "pt.subplot(4, 1, 2)\n",
    "pt.plot(t,s2)\n",
    "pt.title('high frequency noise')\n",
    "pt.subplot(4, 1, 3)\n",
    "pt.plot(t,sum1)\n",
    "pt.title('noisy signal')\n",
    "pt.subplot(4, 1, 4)\n",
    "pt.plot(t,y)\n",
    "pt.title('filtered output')\n",
    "pt.tight_layout()\n",
    "pt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BAND PASS FILTER"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as pt\n",
    "import scipy.signal as sc\n",
    "\n",
    "fs = 3000\n",
    "t = np.arange(0, 0.05, (1/fs))\n",
    "s1 = np.sin(2*np.pi*50*t) #low frequency noise\n",
    "s2 = np.sin(2*np.pi*500*t) #high frequency noise\n",
    "s3 = np.sin(2*np.pi*300*t) #signal\n",
    "sum1 = s1+s2+s3  #noisy signal\n",
    "\n",
    "fc = 250\n",
    "b, a = sc.butter(4, [(200*2/fs),(400*2/fs)],'bandpass')\n",
    "y = sc.filtfilt(b, a, sum1)\n",
    "\n",
    "pt.subplot(5, 1, 1)\n",
    "pt.plot(t,s1)\n",
    "pt.title('low frequency noise')\n",
    "pt.subplot(5, 1, 2)\n",
    "pt.plot(t,s2)\n",
    "pt.title('high frequency noise')\n",
    "pt.subplot(5, 1, 3)\n",
    "pt.plot(t,s3)\n",
    "pt.title('signal')\n",
    "pt.subplot(5, 1, 4)\n",
    "pt.plot(t,sum1)\n",
    "pt.title('noisy signal')\n",
    "pt.subplot(5, 1, 5)\n",
    "pt.plot(t,y)\n",
    "pt.title('filtered output')\n",
    "pt.tight_layout()\n",
    "pt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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